# ToneBench Scriptwriting > Source: Benchize (https://benchize.com) — https://benchize.com/benchmarks/tonebench%3Ascripts. When citing or reusing this content, credit "Benchize" and link to https://benchize.com/benchmarks/tonebench%3Ascripts. Writing video scripts against a fixed reference style, with separate rubric scores, model-judge preferences and evaluation settings. Canonical URL: https://benchize.com/benchmarks/tonebench%3Ascripts Last updated: Wed, 21 Oct 2026 18:05:10 GMT Reproduction and quotation must name Benchize, link to the canonical HTML URL, and retain individual source citations. Writing video scripts against a fixed reference style, with separate rubric scores, model-judge preferences and evaluation settings. Writing & creativity · Models tested: 126 · Score publishers: [tonebench](https://benchmark.towardsai.com/data/leaderboard.json) ## Model results | # | Model | Score | ± | | | --- | --- | --- | --- | --- | | 1 | [Claude Opus 5.5](https://benchize.com/models/claude-opus-5-5-xhigh.md)Extra high | 2,778.4 | Range 2,704.4–2,838.9 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 2778.4 \| rating \| reported \| Higher is better \| \| `overall` \| 85.83 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 79.83 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 85.4 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 84.87 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 82.89 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 98.64 \| source_score \| rubric \| Higher is better \| \| `slop` \| 88.55 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 97.27 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 88.37 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 82.5 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 83.15 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 84.42 \| source_score \| rubric \| Higher is better \| ### Configuration provider claude-code Reasoning effort xhigh scoreScope 10_task_current sourceConfiguration claude-opus-5-5-xhigh thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 2,704.4–2,838.9 interval [2704.4,2838.9] rank 1 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Claude Opus 5.5 (xhigh) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/0` | | | | | | 2 | [Claude Opus 5.5](https://benchize.com/models/claude-opus-5-5-max.md)Max | 2,775.6 | Range 2,701.4–2,843.4 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 2775.6 \| rating \| reported \| Higher is better \| \| `overall` \| 85.93 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 79.28 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 85.68 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 85.92 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 83.71 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 98.69 \| source_score \| rubric \| Higher is better \| \| `slop` \| 88.44 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 97.59 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 87.95 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 82.77 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 82.89 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 84.33 \| source_score \| rubric \| Higher is better \| ### Configuration provider claude-code Reasoning effort max scoreScope 10_task_current sourceConfiguration claude-opus-5-5-max thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 2,701.4–2,843.4 interval [2701.4,2843.4] rank 2 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Claude Opus 5.5 (max effort) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/1` | | | | | | 3 | [Claude Fable 5.1](https://benchize.com/models/claude-fable-5-1-max.md)Max | 2,543 | Range 2,497–2,581 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 2543 \| rating \| reported \| Higher is better \| \| `overall` \| 84.53 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 75.91 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 84.46 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 82.69 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 82.05 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 98.29 \| source_score \| rubric \| Higher is better \| \| `slop` \| 86.81 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 97.71 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 85.95 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 81.81 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 80.84 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 83.72 \| source_score \| rubric \| Higher is better \| ### Configuration provider claude-code Reasoning effort max scoreScope 10_task_current sourceConfiguration claude-fable-5-1-max thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 2,497–2,581 interval [2497,2581] rank 3 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Claude Fable 5.1 (max effort) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/2` | | | | | | 4 | [Claude Sonnet 5.5](https://benchize.com/models/claude-sonnet-5-5-max.md)Max | 2,540.6 | Range 2,486.7–2,591.8 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 2540.6 \| rating \| reported \| Higher is better \| \| `overall` \| 84.6 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 78.38 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 84.55 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 84.4 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 80.97 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 98.81 \| source_score \| rubric \| Higher is better \| \| `slop` \| 87.75 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 97.12 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 87.78 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 80.47 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 81.81 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 82.6 \| source_score \| rubric \| Higher is better \| ### Configuration provider claude-code Reasoning effort max scoreScope 10_task_current sourceConfiguration claude-sonnet-5-5-max thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 2,486.7–2,591.8 interval [2486.7,2591.8] rank 4 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Claude Sonnet 5.5 (max effort) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/3` | | | | | | 5 | [Claude Opus 5.5](https://benchize.com/models/claude-opus-5-5-high.md)High | 2,517.3 | Range 2,465.5–2,556.1 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 2517.3 \| rating \| reported \| Higher is better \| \| `overall` \| 84.61 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 79.08 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 85.02 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 83.12 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 82.7 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 92.66 \| source_score \| rubric \| Higher is better \| \| `slop` \| 87.96 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 96.84 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 87.28 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 81.47 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 82.57 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 83.33 \| source_score \| rubric \| Higher is better \| ### Configuration provider claude-code Reasoning effort high scoreScope 10_task_current sourceConfiguration claude-opus-5-5-high thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 2,465.5–2,556.1 interval [2465.5,2556.1] rank 5 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Claude Opus 5.5 (high) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/4` | | | | | | 6 | [Claude Opus 5.5](https://benchize.com/models/claude-opus-5-5-medium.md)Medium | 2,502.8 | Range 2,453–2,559.2 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 2502.8 \| rating \| reported \| Higher is better \| \| `overall` \| 84.49 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 78.92 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 84.93 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 82.84 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 82.19 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 92.72 \| source_score \| rubric \| Higher is better \| \| `slop` \| 87.85 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 96.78 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 87.09 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 81.19 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 82.58 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 83.59 \| source_score \| rubric \| Higher is better \| ### Configuration provider claude-code Reasoning effort medium scoreScope 10_task_current sourceConfiguration claude-opus-5-5-medium thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 2,453–2,559.2 interval [2453,2559.2] rank 6 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Claude Opus 5.5 (medium) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/5` | | | | | | 7 | [Claude Opus 5.5](https://benchize.com/models/claude-opus-5-5-low.md)Low | 2,480.6 | Range 2,419.3–2,530.5 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 2480.6 \| rating \| reported \| Higher is better \| \| `overall` \| 84.28 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 78.95 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 84.99 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 82.73 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 82.52 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 91.33 \| source_score \| rubric \| Higher is better \| \| `slop` \| 87.74 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 96.53 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 87.22 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 81.13 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 82.22 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 82.86 \| source_score \| rubric \| Higher is better \| ### Configuration provider claude-code Reasoning effort low scoreScope 10_task_current sourceConfiguration claude-opus-5-5-low thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 2,419.3–2,530.5 interval [2419.3,2530.5] rank 7 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Claude Opus 5.5 (low) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/6` | | | | | | 8 | [GPT-6 Sol](https://benchize.com/models/gpt-6-sol-max.md)Max | 2,354.1 | Range 2,310.6–2,391.3 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 2354.1 \| rating \| reported \| Higher is better \| \| `overall` \| 83.52 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 80.55 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 82.27 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 81.54 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 83.2 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 92.86 \| source_score \| rubric \| Higher is better \| \| `slop` \| 88.51 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 96.47 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 87.87 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 80.18 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 80.53 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 80.66 \| source_score \| rubric \| Higher is better \| ### Configuration provider codex Reasoning effort max scoreScope 10_task_current sourceConfiguration gpt-6-sol-max thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 2,310.6–2,391.3 interval [2310.6,2391.3] rank 8 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label GPT-6 Sol (max) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/7` | | | | | | 9 | [Claude Fable 5.1](https://benchize.com/models/claude-fable-5-1-high.md)High | 2,333.4 | Range 2,279.2–2,385 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 2333.4 \| rating \| reported \| Higher is better \| \| `overall` \| 83.41 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 74.35 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 83.65 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 80.93 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 80.94 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 95.82 \| source_score \| rubric \| Higher is better \| \| `slop` \| 85.63 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 96.91 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 85.09 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 80.84 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 79.79 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 82.72 \| source_score \| rubric \| Higher is better \| ### Configuration provider claude-code Reasoning effort unknown scoreScope 10_task_current sourceConfiguration claude-fable-5-1 thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 2,279.2–2,385 interval [2279.2,2385] rank 9 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Claude Fable 5.1 (high) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/8` | | | | | | 10 | [Claude Sonnet 5.5](https://benchize.com/models/claude-sonnet-5-5-xhigh.md)Extra high | 2,326 | Range 2,281.5–2,366.7 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 2326 \| rating \| reported \| Higher is better \| \| `overall` \| 83.22 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 76.88 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 82.73 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 80.19 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 81.15 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 94.49 \| source_score \| rubric \| Higher is better \| \| `slop` \| 86.53 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 96.17 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 86.61 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 79.54 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 80.85 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 81.85 \| source_score \| rubric \| Higher is better \| ### Configuration provider claude-code Reasoning effort xhigh scoreScope 10_task_current sourceConfiguration claude-sonnet-5-5-xhigh thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 2,281.5–2,366.7 interval [2281.5,2366.7] rank 10 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Claude Sonnet 5.5 (xhigh) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/9` | | | | | | 11 | [Claude Opus 5](https://benchize.com/models/claude-opus-5-max.md)Max | 2,303.7 | Range 2,253.1–2,349.2 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 2303.7 \| rating \| reported \| Higher is better \| \| `overall` \| 83.25 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 74.16 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 83.69 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 79.81 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 82.3 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 91.96 \| source_score \| rubric \| Higher is better \| \| `slop` \| 85.11 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 96.06 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 84.47 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 80.75 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 80.46 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 83.55 \| source_score \| rubric \| Higher is better \| ### Configuration provider claude-code Reasoning effort max scoreScope 10_task_current sourceConfiguration claude-opus-5-max thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 2,253.1–2,349.2 interval [2253.1,2349.2] rank 11 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Claude Opus 5 (max effort) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/10` | | | | | | 12 | [Claude Fable 5](https://benchize.com/models/claude-fable-5-max.md)Max | 2,221.4 | Range 2,170.8–2,271.7 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 2221.4 \| rating \| reported \| Higher is better \| \| `overall` \| 82.91 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 72.53 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 84.39 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 81.21 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 77.98 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 94.74 \| source_score \| rubric \| Higher is better \| \| `slop` \| 84.62 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 96.71 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 84.9 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 80.57 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 77.5 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 84.29 \| source_score \| rubric \| Higher is better \| ### Configuration Fallback policy Opus 4.8 provider claude-code Reasoning effort max scoreScope 10_task_current sourceConfiguration claude-fable-5-max thinkingEnabled true Fallback is enabled for refusals; this does not mean every task used a fallback model. ### Reported statistics Uncertainty Reported interval: 2,170.8–2,271.7 interval [2170.8,2271.7] rank 12 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Claude Fable 5 (max effort, Opus 4.8 fallback) Evaluated 2026-10-10 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/11` | | | | | | 13 | [Claude Opus 5](https://benchize.com/models/claude-opus-5-high.md)High | 2,204.4 | Range 2,163.3–2,247 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 2204.4 \| rating \| reported \| Higher is better \| \| `overall` \| 82.57 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 73.79 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 83.11 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 77.78 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 81.76 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 90.5 \| source_score \| rubric \| Higher is better \| \| `slop` \| 84.62 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 95.45 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 84.28 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 80.35 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 80.19 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 82 \| source_score \| rubric \| Higher is better \| ### Configuration provider claude-code Reasoning effort unknown scoreScope 10_task_current sourceConfiguration claude-opus-5 thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 2,163.3–2,247 interval [2163.3,2247] rank 13 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Claude Opus 5 (high) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/12` | | | | | | 14 | [GPT-6 Sol](https://benchize.com/models/gpt-6-sol-medium.md)Medium | 2,203.8 | Range 2,164.4–2,249.9 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 2203.8 \| rating \| reported \| Higher is better \| \| `overall` \| 82.51 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 81.06 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 81.86 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 78.19 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 82.65 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 88.11 \| source_score \| rubric \| Higher is better \| \| `slop` \| 89.01 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 96.97 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 86.19 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 80.14 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 80.58 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 79.35 \| source_score \| rubric \| Higher is better \| ### Configuration provider codex Reasoning effort unknown scoreScope 10_task_current sourceConfiguration gpt-6-sol thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 2,164.4–2,249.9 interval [2164.4,2249.9] rank 14 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label GPT-6 Sol (medium) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/13` | | | | | | 15 | [GPT-6.1 Sol](https://benchize.com/models/gpt-6-1-sol-max.md)Max | 2,203.3 | Range 2,164.1–2,241.7 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 2203.3 \| rating \| reported \| Higher is better \| \| `overall` \| 82.44 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 79.1 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 79.16 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 82.95 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 82.82 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 97.98 \| source_score \| rubric \| Higher is better \| \| `slop` \| 88.24 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 97.38 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 87.3 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 78.08 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 78.07 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 78.59 \| source_score \| rubric \| Higher is better \| ### Configuration provider codex Reasoning effort max scoreScope 10_task_current sourceConfiguration gpt-6-1-sol-max thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 2,164.1–2,241.7 interval [2164.1,2241.7] rank 15 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label GPT-6.1 Sol (max) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/14` | | | | | | 16 | [GLM 5.3](https://benchize.com/models/glm-5-3-max.md)Max | 2,194.9 | Range 2,163.4–2,230.6 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 2194.9 \| rating \| reported \| Higher is better \| \| `overall` \| 82.39 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 70.42 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 82.06 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 79.69 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 83.43 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 94.26 \| source_score \| rubric \| Higher is better \| \| `slop` \| 83.4 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 96.38 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 83.24 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 79.7 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 78.67 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 81.68 \| source_score \| rubric \| Higher is better \| ### Configuration provider openrouter Reasoning effort unknown scoreScope 10_task_current sourceConfiguration glm-5-3-or thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 2,163.4–2,230.6 interval [2163.4,2230.6] rank 16 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label GLM-5.3 (max) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/15` | | | | | | 17 | [GPT-5.6 Sol](https://benchize.com/models/gpt-5-6-sol-low.md)Low | 2,193.6 | Range 2,160–2,227.1 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 2193.6 \| rating \| reported \| Higher is better \| \| `overall` \| 82.35 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 75.29 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 81.65 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 79.91 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 83.7 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 89.71 \| source_score \| rubric \| Higher is better \| \| `slop` \| 85.41 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 95.53 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 87.11 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 78.59 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 79.33 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 79.93 \| source_score \| rubric \| Higher is better \| ### Configuration provider codex Reasoning effort unknown scoreScope 10_task_current sourceConfiguration gpt-5-6 thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 2,160–2,227.1 interval [2160,2227.1] rank 17 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label GPT-5.6 Sol (low) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/16` | | | | | | 18 | [GPT-5.6 Sol](https://benchize.com/models/gpt-5-6-sol-ultra.md)Ultra | 2,190.6 | Range 2,143.4–2,230.1 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 2190.6 \| rating \| reported \| Higher is better \| \| `overall` \| 82.35 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 75.27 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 81.5 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 81.6 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 83.01 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 91.97 \| source_score \| rubric \| Higher is better \| \| `slop` \| 85.62 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 95.96 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 88.02 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 77.69 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 78.11 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 80.13 \| source_score \| rubric \| Higher is better \| ### Configuration provider codex Reasoning effort ultra scoreScope 10_task_current sourceConfiguration gpt-5-6-ultra ### Reported statistics Uncertainty Reported interval: 2,143.4–2,230.1 interval [2143.4,2230.1] rank 18 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label GPT-5.6 Sol (ultra) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/17` | | | | | | 19 | [GPT-6.1 Sol](https://benchize.com/models/gpt-6-1-sol-xhigh.md)Extra high | 2,189.3 | Range 2,145.5–2,232.6 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 2189.3 \| rating \| reported \| Higher is better \| \| `overall` \| 82.39 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 79.16 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 79.23 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 82.1 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 83.22 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 97.98 \| source_score \| rubric \| Higher is better \| \| `slop` \| 87.99 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 96.83 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 87.29 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 77.7 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 78.06 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 78.73 \| source_score \| rubric \| Higher is better \| ### Configuration provider codex Reasoning effort xhigh scoreScope 10_task_current sourceConfiguration gpt-6-1-sol-xhigh thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 2,145.5–2,232.6 interval [2145.5,2232.6] rank 19 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label GPT-6.1 Sol (xhigh) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/18` | | | | | | 20 | [Kimi K3](https://benchize.com/models/kimi-k3-max.md)Max | 2,176.7 | Range 2,128.6–2,216.8 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 2176.7 \| rating \| reported \| Higher is better \| \| `overall` \| 82.23 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 70.94 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 82.28 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 79.98 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 83.13 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 94.23 \| source_score \| rubric \| Higher is better \| \| `slop` \| 83.44 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 95.94 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 83.54 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 78.73 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 78.83 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 81.24 \| source_score \| rubric \| Higher is better \| ### Configuration provider openrouter Reasoning effort unknown scoreScope 10_task_current sourceConfiguration kimi-k3-or thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 2,128.6–2,216.8 interval [2128.6,2216.8] rank 20 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Kimi K3 (max) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/19` | | | | | | 21 | [GPT-6 Astra](https://benchize.com/models/gpt-6-astra-max.md)Max | 2,169.2 | Range 2,131.2–2,210.3 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 2169.2 \| rating \| reported \| Higher is better \| \| `overall` \| 82.32 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 80.37 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 79.9 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 83.43 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 82.14 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 98.29 \| source_score \| rubric \| Higher is better \| \| `slop` \| 88.59 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 96.8 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 87.54 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 77.78 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 78.36 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 76.63 \| source_score \| rubric \| Higher is better \| ### Configuration provider codex Reasoning effort max scoreScope 10_task_current sourceConfiguration gpt-6-astra-max thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 2,131.2–2,210.3 interval [2131.2,2210.3] rank 21 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label GPT-6 Astra (max) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/20` | | | | | | 22 | [Claude Fable 5](https://benchize.com/models/claude-fable-5-high.md)High | 2,121.6 | Range 2,073.9–2,161.7 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 2121.6 \| rating \| reported \| Higher is better \| \| `overall` \| 81.9 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 71.8 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 82.96 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 77.98 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 77.28 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 95.03 \| source_score \| rubric \| Higher is better \| \| `slop` \| 83.85 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 95.9 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 83.76 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 79.62 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 76.78 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 83.04 \| source_score \| rubric \| Higher is better \| ### Configuration provider claude-code Reasoning effort unknown scoreScope 10_task_current sourceConfiguration claude-fable-5 thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 2,073.9–2,161.7 interval [2073.9,2161.7] rank 22 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Claude Fable 5 (high) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/21` | | | | | | 23 | [GLM 5.3 Flash](https://benchize.com/models/glm-5-3-flash-max.md)Max | 2,111.7 | Range 2,063–2,151.9 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 2111.7 \| rating \| reported \| Higher is better \| \| `overall` \| 81.82 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 70.18 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 81.33 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 78.03 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 82.76 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 97.1 \| source_score \| rubric \| Higher is better \| \| `slop` \| 83.14 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 96.09 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 82.75 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 77.97 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 78.31 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 80.89 \| source_score \| rubric \| Higher is better \| ### Configuration provider openrouter Reasoning effort unknown scoreScope 10_task_current sourceConfiguration glm-5-3-flash-or thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 2,063–2,151.9 interval [2063,2151.9] rank 23 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label GLM-5.3 Flash (max) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/22` | | | | | | 24 | [DeepSeek V4.1 Flash 1017](https://benchize.com/models/deepseek-v4-1-flash-1017-max.md)Max | 2,085 | Range 2,038.5–2,130.7 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 2085 \| rating \| reported \| Higher is better \| \| `overall` \| 81.61 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 73.09 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 81.03 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 75.31 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 81.13 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 94.8 \| source_score \| rubric \| Higher is better \| \| `slop` \| 84.1 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 95.11 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 82.28 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 79.24 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 79.51 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 80.13 \| source_score \| rubric \| Higher is better \| ### Configuration provider openrouter Reasoning effort max scoreScope 10_task_current sourceConfiguration deepseek-v4-1-flash-1017-max-or thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 2,038.5–2,130.7 interval [2038.5,2130.7] rank 24 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label DeepSeek V4.1 Flash 1017 (max) Evaluated 2026-10-17 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/23` | | | | | | 25 | [GPT-6.1 Sol](https://benchize.com/models/gpt-6-1-sol-low.md)Low | 2,067.3 | Range 2,026.7–2,097.8 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 2067.3 \| rating \| reported \| Higher is better \| \| `overall` \| 81.41 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 79.41 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 80.54 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 81.53 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 83.55 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 83.75 \| source_score \| rubric \| Higher is better \| \| `slop` \| 88.18 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 96.95 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 86.23 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 77.68 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 78.63 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 79.13 \| source_score \| rubric \| Higher is better \| ### Configuration provider codex Reasoning effort low scoreScope 10_task_current sourceConfiguration gpt-6-1-sol-low thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 2,026.7–2,097.8 interval [2026.7,2097.8] rank 25 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label GPT-6.1 Sol (low) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/24` | | | | | | 26 | [GPT-5.6 Terra](https://benchize.com/models/gpt-5-6-terra-ultra.md)Ultra | 2,050.8 | Range 2,013.7–2,087.3 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 2050.8 \| rating \| reported \| Higher is better \| \| `overall` \| 81.4 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 74.07 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 80.15 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 80.31 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 81.54 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 93.7 \| source_score \| rubric \| Higher is better \| \| `slop` \| 84.7 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 95.34 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 86.41 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 76.94 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 76.81 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 79.33 \| source_score \| rubric \| Higher is better \| ### Configuration provider codex Reasoning effort ultra scoreScope 10_task_current sourceConfiguration gpt-5-6-terra-ultra ### Reported statistics Uncertainty Reported interval: 2,013.7–2,087.3 interval [2013.7,2087.3] rank 26 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label GPT-5.6 Terra (ultra) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/25` | | | | | | 27 | [DeepSeek V4.1 Flash 1017](https://benchize.com/models/deepseek-v4-1-flash-1017-high.md)High | 2,041.1 | Range 1,985.5–2,086.2 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 2041.1 \| rating \| reported \| Higher is better \| \| `overall` \| 81.09 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 72.92 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 80.92 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 73.4 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 81.21 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 88.84 \| source_score \| rubric \| Higher is better \| \| `slop` \| 84.15 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 95.38 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 82.24 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 79.59 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 79.45 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 80.04 \| source_score \| rubric \| Higher is better \| ### Configuration provider openrouter Reasoning effort high scoreScope 10_task_current sourceConfiguration deepseek-v4-1-flash-1017-high-or thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,985.5–2,086.2 interval [1985.5,2086.2] rank 27 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label DeepSeek V4.1 Flash 1017 (high) Evaluated 2026-10-17 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/26` | | | | | | 28 | [GPT-6.1 Sol](https://benchize.com/models/gpt-6-1-sol-high.md)High | 2,034 | Range 1,996.7–2,077.1 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 2034 \| rating \| reported \| Higher is better \| \| `overall` \| 81.12 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 78.75 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 79.5 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 81.64 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 82.08 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 87.78 \| source_score \| rubric \| Higher is better \| \| `slop` \| 87.83 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 96.9 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 86.62 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 76.87 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 77.84 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 78.21 \| source_score \| rubric \| Higher is better \| ### Configuration provider codex Reasoning effort high scoreScope 10_task_current sourceConfiguration gpt-6-1-sol-high thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,996.7–2,077.1 interval [1996.7,2077.1] rank 28 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label GPT-6.1 Sol (high) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/27` | | | | | | 29 | [GPT-6.1 Sol](https://benchize.com/models/gpt-6-1-sol-medium.md)Medium | 2,019.5 | Range 1,982.6–2,049.7 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 2019.5 \| rating \| reported \| Higher is better \| \| `overall` \| 81 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 79.36 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 80.15 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 80.55 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 81.83 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 85.13 \| source_score \| rubric \| Higher is better \| \| `slop` \| 87.95 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 96.54 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 85.77 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 77.23 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 78.2 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 78.87 \| source_score \| rubric \| Higher is better \| ### Configuration provider codex Reasoning effort medium scoreScope 10_task_current sourceConfiguration gpt-6-1-sol-medium thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,982.6–2,049.7 interval [1982.6,2049.7] rank 29 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label GPT-6.1 Sol (medium) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/28` | | | | | | 30 | [Claude Sonnet 5.5](https://benchize.com/models/claude-sonnet-5-5-high.md)High | 2,017.8 | Range 1,974.2–2,063.3 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 2017.8 \| rating \| reported \| Higher is better \| \| `overall` \| 80.96 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 74.19 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 80.98 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 75.27 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 81.82 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 85.95 \| source_score \| rubric \| Higher is better \| \| `slop` \| 84.58 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 94.96 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 84.45 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 77.55 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 79 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 80.45 \| source_score \| rubric \| Higher is better \| ### Configuration provider claude-code Reasoning effort high scoreScope 10_task_current sourceConfiguration claude-sonnet-5-5-high thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,974.2–2,063.3 interval [1974.2,2063.3] rank 30 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Claude Sonnet 5.5 (high) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/29` | | | | | | 31 | [DeepSeek V4.1 Flash](https://benchize.com/models/deepseek-v4-1-flash-max.md)Max | 2,017.3 | Range 1,980–2,055.4 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 2017.3 \| rating \| reported \| Higher is better \| \| `overall` \| 81.03 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 71.02 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 80.07 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 75.98 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 80.1 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 95.94 \| source_score \| rubric \| Higher is better \| \| `slop` \| 83.17 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 95.33 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 82.45 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 78.12 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 78.01 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 79.84 \| source_score \| rubric \| Higher is better \| ### Configuration provider openrouter Reasoning effort max scoreScope 10_task_current sourceConfiguration deepseek-v4-1-flash-max-or thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,980–2,055.4 interval [1980,2055.4] rank 31 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label DeepSeek V4.1 Flash (max) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/30` | | | | | | 32 | [Muse Wonder](https://benchize.com/models/muse-wonder-max.md)Max | 1,994.2 | Range 1,951.3–2,036.5 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1994.2 \| rating \| reported \| Higher is better \| \| `overall` \| 80.58 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 72.01 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 81.53 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 78.39 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 81.79 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 82.54 \| source_score \| rubric \| Higher is better \| \| `slop` \| 83.96 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 95.9 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 86.77 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 76.65 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 76.63 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 79.28 \| source_score \| rubric \| Higher is better \| ### Configuration provider openrouter Reasoning effort max scoreScope 10_task_current sourceConfiguration muse-wonder-max-or thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,951.3–2,036.5 interval [1951.3,2036.5] rank 32 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Muse Wonder (max) Evaluated 2026-10-13 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/31` | | | | | | 33 | [Claude Haiku 5.5](https://benchize.com/models/claude-haiku-5-5-max.md)Max | 1,989.6 | Range 1,951.6–2,027.6 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1989.6 \| rating \| reported \| Higher is better \| \| `overall` \| 80.83 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 74.87 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 78.68 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 80.9 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 78.15 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 97.27 \| source_score \| rubric \| Higher is better \| \| `slop` \| 86.02 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 97.17 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 85.64 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 76.39 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 77.81 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 76.76 \| source_score \| rubric \| Higher is better \| ### Configuration provider claude-code Reasoning effort max scoreScope 10_task_current sourceConfiguration claude-haiku-5-5-max thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,951.6–2,027.6 interval [1951.6,2027.6] rank 33 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Claude Haiku 5.5 (max effort) Evaluated 2026-10-10 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/32` | | | | | | 34 | [Claude Opus 4.8](https://benchize.com/models/claude-opus-4-8-max.md)Max | 1,987 | Range 1,950.5–2,021.8 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1987 \| rating \| reported \| Higher is better \| \| `overall` \| 80.7 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 69 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 80.86 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 79.71 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 80.27 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 94.62 \| source_score \| rubric \| Higher is better \| \| `slop` \| 82.11 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 95.23 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 82.03 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 76.69 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 76.68 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 80.37 \| source_score \| rubric \| Higher is better \| ### Configuration provider claude-code Reasoning effort max scoreScope 10_task_current sourceConfiguration claude-opus-4-8-max thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,950.5–2,021.8 interval [1950.5,2021.8] rank 34 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Claude Opus 4.8 (max effort) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/33` | | | | | | 35 | [MiMo-V2.6-Pro-UltraSpeed](https://benchize.com/models/mimo-v2-6-pro-ultraspeed.md) | 1,986.9 | Range 1,939.5–2,032.1 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1986.9 \| rating \| reported \| Higher is better \| \| `overall` \| 80.6 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 71.69 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 79.97 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 79.27 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 80.6 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 89.36 \| source_score \| rubric \| Higher is better \| \| `slop` \| 83.85 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 96 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 82.66 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 78.24 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 77.95 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 78.56 \| source_score \| rubric \| Higher is better \| ### Configuration provider openrouter Reasoning effort unknown scoreScope 10_task_current sourceConfiguration mimo-v2-6-pro-ultraspeed-or ### Reported statistics Uncertainty Reported interval: 1,939.5–2,032.1 interval [1939.5,2032.1] rank 35 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label MiMo-V2.6-Pro UltraSpeed (thinking on) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/34` | | | | | | 36 | [GPT-6 Astra](https://benchize.com/models/gpt-6-astra-medium.md)Medium | 1,979.4 | Range 1,946.1–2,013 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1979.4 \| rating \| reported \| Higher is better \| \| `overall` \| 80.67 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 80 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 80 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 80.69 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 82.46 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 83.22 \| source_score \| rubric \| Higher is better \| \| `slop` \| 88.5 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 97.01 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 86.02 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 76.98 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 78.39 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 76.61 \| source_score \| rubric \| Higher is better \| ### Configuration provider codex Reasoning effort unknown scoreScope 10_task_current sourceConfiguration gpt-6-astra thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,946.1–2,013 interval [1946.1,2013] rank 36 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label GPT-6 Astra (medium) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/35` | | | | | | 37 | [GPT-5.6 Terra](https://benchize.com/models/gpt-5-6-terra-medium.md)Medium | 1,968.9 | Range 1,935.7–2,006.1 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1968.9 \| rating \| reported \| Higher is better \| \| `overall` \| 80.66 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 72.41 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 79.74 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 77.24 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 81.74 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 87.11 \| source_score \| rubric \| Higher is better \| \| `slop` \| 83.41 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 94.39 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 84.64 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 78.59 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 77.99 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 77.77 \| source_score \| rubric \| Higher is better \| ### Configuration provider codex Reasoning effort unknown scoreScope 10_task_current sourceConfiguration gpt-5-6-terra thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,935.7–2,006.1 interval [1935.7,2006.1] rank 37 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label GPT-5.6 Terra (medium) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/36` | | | | | | 38 | [MiMo-V2.6-Flash](https://benchize.com/models/mimo-v2-6-flash.md) | 1,968 | Range 1,920.2–2,016.8 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1968 \| rating \| reported \| Higher is better \| \| `overall` \| 80.42 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 72.89 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 80.16 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 79.47 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 82.73 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 87.6 \| source_score \| rubric \| Higher is better \| \| `slop` \| 84.11 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 95.33 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 80.99 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 77.33 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 78.39 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 79.15 \| source_score \| rubric \| Higher is better \| ### Configuration provider openrouter Reasoning effort unknown scoreScope 10_task_current sourceConfiguration mimo-v2-6-flash-or ### Reported statistics Uncertainty Reported interval: 1,920.2–2,016.8 interval [1920.2,2016.8] rank 38 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label MiMo-V2.6-Flash (thinking on) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/37` | | | | | | 39 | [Kimi K3](https://benchize.com/models/kimi-k3-high.md)High | 1,965.4 | Range 1,916.3–2,008.5 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1965.4 \| rating \| reported \| Higher is better \| \| `overall` \| 80.35 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 69.86 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 81.06 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 75.97 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 83.24 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 84.49 \| source_score \| rubric \| Higher is better \| \| `slop` \| 82 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 94.14 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 82.38 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 77.4 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 77.94 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 79.89 \| source_score \| rubric \| Higher is better \| ### Configuration provider openrouter Reasoning effort high scoreScope 10_task_current sourceConfiguration kimi-k3-thinking-or thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,916.3–2,008.5 interval [1916.3,2008.5] rank 39 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Kimi K3 (high) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/38` | | | | | | 40 | [DeepSeek V4.1 Flash](https://benchize.com/models/deepseek-v4-1-flash-high.md)High | 1,958.6 | Range 1,920.1–1,999.6 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1958.6 \| rating \| reported \| Higher is better \| \| `overall` \| 80.35 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 71.06 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 80.13 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 74.64 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 80.04 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 93.14 \| source_score \| rubric \| Higher is better \| \| `slop` \| 83.31 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 95.58 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 80.19 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 77.78 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 78.22 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 79.56 \| source_score \| rubric \| Higher is better \| ### Configuration provider openrouter Reasoning effort high scoreScope 10_task_current sourceConfiguration deepseek-v4-1-flash-high-or thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,920.1–1,999.6 interval [1920.1,1999.6] rank 40 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label DeepSeek V4.1 Flash (high) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/39` | | | | | | 41 | [Grok 4.6](https://benchize.com/models/grok-4-6-high.md)High | 1,949.2 | Range 1,906.1–1,988.7 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1949.2 \| rating \| reported \| Higher is better \| \| `overall` \| 80.33 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 67.19 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 78.98 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 77.09 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 79.34 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 90.68 \| source_score \| rubric \| Higher is better \| \| `slop` \| 80.88 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 94.57 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 85.02 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 78.83 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 74.05 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 79.94 \| source_score \| rubric \| Higher is better \| ### Configuration provider xai Reasoning effort high scoreScope 10_task_current sourceConfiguration grok-4-6-high thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,906.1–1,988.7 interval [1906.1,1988.7] rank 41 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Grok 4.6 (high) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/40` | | | | | | 42 | [DeepSeek V4 Pro 0813](https://benchize.com/models/deepseek-v4-pro-0813-max.md)Max | 1,936.4 | Range 1,893.5–1,973 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1936.4 \| rating \| reported \| Higher is better \| \| `overall` \| 80.12 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 67.93 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 80.17 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 77.58 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 80.89 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 93.38 \| source_score \| rubric \| Higher is better \| \| `slop` \| 81.42 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 94.91 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 81.74 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 76.32 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 76.46 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 78.86 \| source_score \| rubric \| Higher is better \| ### Configuration provider openrouter Reasoning effort max scoreScope 10_task_current sourceConfiguration deepseek-v4-pro-0813-max-or thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,893.5–1,973 interval [1893.5,1973] rank 42 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label DeepSeek V4 Pro 0813 (max) Evaluated 2026-10-10 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/41` | | | | | | 43 | [MiMo-V2.6-Pro](https://benchize.com/models/mimo-v2-6-pro.md) | 1,936.3 | Range 1,879.5–1,989.7 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1936.3 \| rating \| reported \| Higher is better \| \| `overall` \| 80.24 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 71.43 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 79.84 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 78.35 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 79.7 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 90.88 \| source_score \| rubric \| Higher is better \| \| `slop` \| 83.3 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 95.18 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 80.93 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 77.96 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 77.83 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 78.76 \| source_score \| rubric \| Higher is better \| ### Configuration provider openrouter Reasoning effort unknown scoreScope 10_task_current sourceConfiguration mimo-v2-6-pro-or ### Reported statistics Uncertainty Reported interval: 1,879.5–1,989.7 interval [1879.5,1989.7] rank 43 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label MiMo-V2.6-Pro (thinking on) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/42` | | | | | | 44 | [Claude Haiku 5.5](https://benchize.com/models/claude-haiku-5-5-xhigh.md)Extra high | 1,916.2 | Range 1,879–1,954.7 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1916.2 \| rating \| reported \| Higher is better \| \| `overall` \| 80.03 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 75 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 78.05 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 79.04 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 77.49 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 95.49 \| source_score \| rubric \| Higher is better \| \| `slop` \| 85.96 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 96.92 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 84.47 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 75.71 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 77.41 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 76.16 \| source_score \| rubric \| Higher is better \| ### Configuration provider claude-code Reasoning effort xhigh scoreScope 10_task_current sourceConfiguration claude-haiku-5-5-xhigh thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,879–1,954.7 interval [1879,1954.7] rank 44 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Claude Haiku 5.5 (xhigh) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/43` | | | | | | 45 | [Grok 4.7](https://benchize.com/models/grok-4-7-medium.md)Medium | 1,906.4 | Range 1,856.4–1,960 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1906.4 \| rating \| reported \| Higher is better \| \| `overall` \| 79.6 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 65.64 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 80 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 78.84 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 80.96 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 78.67 \| source_score \| rubric \| Higher is better \| \| `slop` \| 80.49 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 95.33 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 86.22 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 78.42 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 71.86 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 80.49 \| source_score \| rubric \| Higher is better \| ### Configuration provider xai Reasoning effort medium scoreScope 10_task_current sourceConfiguration grok-4-7-medium thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,856.4–1,960 interval [1856.4,1960] rank 45 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Grok 4.7 (medium) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/44` | | | | | | 46 | [Grok 4.7](https://benchize.com/models/grok-4-7-high.md)High | 1,878.2 | Range 1,830.9–1,920 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1878.2 \| rating \| reported \| Higher is better \| \| `overall` \| 79.58 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 65.56 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 80.87 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 80.44 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 79.68 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 79.1 \| source_score \| rubric \| Higher is better \| \| `slop` \| 80.51 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 95.46 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 86.02 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 78.44 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 71.41 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 80.22 \| source_score \| rubric \| Higher is better \| ### Configuration provider xai Reasoning effort high scoreScope 10_task_current sourceConfiguration grok-4-7-high thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,830.9–1,920 interval [1830.9,1920] rank 46 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Grok 4.7 (high) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/45` | | | | | | 47 | [Claude Opus 4.8](https://benchize.com/models/claude-opus-4-8-high.md)High | 1,847.6 | Range 1,810.4–1,888.7 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1847.6 \| rating \| reported \| Higher is better \| \| `overall` \| 79.3 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 68.41 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 80.2 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 74.31 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 81.83 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 88.55 \| source_score \| rubric \| Higher is better \| \| `slop` \| 80.72 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 93.02 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 81.3 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 75.93 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 77 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 76.36 \| source_score \| rubric \| Higher is better \| ### Configuration provider claude-code Reasoning effort unknown scoreScope 10_task_current sourceConfiguration claude-opus-4-8 thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,810.4–1,888.7 interval [1810.4,1888.7] rank 47 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Claude Opus 4.8 (high) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/46` | | | | | | 48 | [DeepSeek V4.1 Flash](https://benchize.com/models/deepseek-v4-1-flash-low.md)Low | 1,843.8 | Range 1,782.3–1,898.3 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1843.8 \| rating \| reported \| Higher is better \| \| `overall` \| 79.3 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 70.29 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 79.55 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 69.83 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 80.24 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 88.51 \| source_score \| rubric \| Higher is better \| \| `slop` \| 82.36 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 94.43 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 80 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 77.47 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 77.97 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 77.47 \| source_score \| rubric \| Higher is better \| ### Configuration provider openrouter Reasoning effort low scoreScope 10_task_current sourceConfiguration deepseek-v4-1-flash-low-or thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,782.3–1,898.3 interval [1782.3,1898.3] rank 48 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label DeepSeek V4.1 Flash (low) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/47` | | | | | | 49 | [Claude Sonnet 5.5](https://benchize.com/models/claude-sonnet-5-5-medium.md)Medium | 1,843.3 | Range 1,802.6–1,884.5 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1843.3 \| rating \| reported \| Higher is better \| \| `overall` \| 79.38 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 73.31 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 79.77 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 73.16 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 82.38 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 79.13 \| source_score \| rubric \| Higher is better \| \| `slop` \| 83.53 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 93.74 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 82.99 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 77.15 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 78.1 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 77.36 \| source_score \| rubric \| Higher is better \| ### Configuration provider claude-code Reasoning effort medium scoreScope 10_task_current sourceConfiguration claude-sonnet-5-5-medium thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,802.6–1,884.5 interval [1802.6,1884.5] rank 49 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Claude Sonnet 5.5 (medium) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/48` | | | | | | 50 | [Claude Sonnet 5](https://benchize.com/models/claude-sonnet-5-max.md)Max | 1,836.5 | Range 1,782.3–1,886.8 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1836.5 \| rating \| reported \| Higher is better \| \| `overall` \| 79.21 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 70.85 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 80.35 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 74.16 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 75.55 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 96.58 \| source_score \| rubric \| Higher is better \| \| `slop` \| 82.77 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 94.68 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 79.89 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 75.01 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 76.4 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 78.38 \| source_score \| rubric \| Higher is better \| ### Configuration provider claude-code Reasoning effort max scoreScope 10_task_current sourceConfiguration claude-sonnet-5-max thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,782.3–1,886.8 interval [1782.3,1886.8] rank 50 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Claude Sonnet 5 (max effort) Evaluated 2026-10-10 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/49` | | | | | | 51 | [Grok 4.7](https://benchize.com/models/grok-4-7-low.md)Low | 1,819.7 | Range 1,765.1–1,864.6 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1819.7 \| rating \| reported \| Higher is better \| \| `overall` \| 78.95 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 66.32 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 80.04 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 76.71 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 81.78 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 68.75 \| source_score \| rubric \| Higher is better \| \| `slop` \| 80.42 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 94.52 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 85.36 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 78.71 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 73.96 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 80.03 \| source_score \| rubric \| Higher is better \| ### Configuration provider xai Reasoning effort low scoreScope 10_task_current sourceConfiguration grok-4-7-low thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,765.1–1,864.6 interval [1765.1,1864.6] rank 51 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Grok 4.7 (low) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/50` | | | | | | 52 | [GPT-5.6 Luna](https://benchize.com/models/gpt-5-6-luna-ultra.md)Ultra | 1,794.9 | Range 1,751.6–1,840.6 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1794.9 \| rating \| reported \| Higher is better \| \| `overall` \| 78.83 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 72.43 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 77.21 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 78.41 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 80.6 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 91.78 \| source_score \| rubric \| Higher is better \| \| `slop` \| 83.86 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 95.3 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 84.78 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 71.93 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 74.73 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 76.61 \| source_score \| rubric \| Higher is better \| ### Configuration provider codex Reasoning effort ultra scoreScope 10_task_current sourceConfiguration gpt-5-6-luna-ultra ### Reported statistics Uncertainty Reported interval: 1,751.6–1,840.6 interval [1751.6,1840.6] rank 52 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label GPT-5.6 Luna (ultra) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/51` | | | | | | 53 | [Claude Sonnet 5.5](https://benchize.com/models/claude-sonnet-5-5-low.md)Low | 1,789.4 | Range 1,750.8–1,826.2 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1789.4 \| rating \| reported \| Higher is better \| \| `overall` \| 78.92 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 73.38 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 79.33 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 73.27 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 82.96 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 75.72 \| source_score \| rubric \| Higher is better \| \| `slop` \| 83.47 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 93.55 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 83.17 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 76.61 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 77.84 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 76.72 \| source_score \| rubric \| Higher is better \| ### Configuration provider claude-code Reasoning effort low scoreScope 10_task_current sourceConfiguration claude-sonnet-5-5-low thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,750.8–1,826.2 interval [1750.8,1826.2] rank 53 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Claude Sonnet 5.5 (low) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/52` | | | | | | 54 | [Claude Opus 4.7](https://benchize.com/models/claude-opus-4-7-xhigh.md)Extra high | 1,744.4 | Range 1,697.9–1,786.1 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1744.4 \| rating \| reported \| Higher is better \| \| `overall` \| 78.27 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 68.65 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 77.98 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 73.59 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 79.24 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 90.64 \| source_score \| rubric \| Higher is better \| \| `slop` \| 81.3 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 93.94 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 79.18 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 75.88 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 75.73 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 75.27 \| source_score \| rubric \| Higher is better \| ### Configuration provider claude-code Reasoning effort unknown scoreScope 10_task_current sourceConfiguration claude-opus-4-7 thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,697.9–1,786.1 interval [1697.9,1786.1] rank 54 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Claude Opus 4.7 (xhigh) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/53` | | | | | | 55 | [GPT-6 Luna](https://benchize.com/models/gpt-6-luna-max.md)Max | 1,719.6 | Range 1,676–1,762.1 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1719.6 \| rating \| reported \| Higher is better \| \| `overall` \| 78.19 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 76.92 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 77.2 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 77.41 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 80.84 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 86.81 \| source_score \| rubric \| Higher is better \| \| `slop` \| 86.04 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 95.17 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 84.01 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 71.3 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 77.01 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 73.28 \| source_score \| rubric \| Higher is better \| ### Configuration provider codex Reasoning effort max scoreScope 10_task_current sourceConfiguration gpt-6-luna-max thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,676–1,762.1 interval [1676,1762.1] rank 55 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label GPT-6 Luna (max) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/54` | | | | | | 56 | [MiniMax M3.1 Flash](https://benchize.com/models/minimax-m3-1-flash-max.md)Max | 1,709.9 | Range 1,657.7–1,750.7 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1709.9 \| rating \| reported \| Higher is better \| \| `overall` \| 77.77 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 68.88 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 74.11 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 80.17 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 79.57 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 93.16 \| source_score \| rubric \| Higher is better \| \| `slop` \| 81.56 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 94.23 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 83.5 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 72.04 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 72.39 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 75.67 \| source_score \| rubric \| Higher is better \| ### Configuration provider openrouter Reasoning effort max scoreScope 10_task_current sourceConfiguration minimax-m3-1-flash-max-or thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,657.7–1,750.7 interval [1657.7,1750.7] rank 56 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label MiniMax M3.1 Flash (max) Evaluated 2026-10-20 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/55` | | | | | | 57 | [Claude Haiku 5.5](https://benchize.com/models/claude-haiku-5-5-high.md)High | 1,705 | Range 1,666.7–1,743 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1705 \| rating \| reported \| Higher is better \| \| `overall` \| 77.97 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 74.69 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 77.42 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 72.89 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 78.34 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 84.94 \| source_score \| rubric \| Higher is better \| \| `slop` \| 85.39 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 96.1 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 82.29 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 74.73 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 77.18 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 72.81 \| source_score \| rubric \| Higher is better \| ### Configuration provider claude-code Reasoning effort high scoreScope 10_task_current sourceConfiguration claude-haiku-5-5-high thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,666.7–1,743 interval [1666.7,1743] rank 57 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Claude Haiku 5.5 (high) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/56` | | | | | | 58 | [Grok 4.5](https://benchize.com/models/grok-4-5-high.md)High | 1,688.5 | Range 1,649–1,725.9 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1688.5 \| rating \| reported \| Higher is better \| \| `overall` \| 77.82 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 67.3 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 77.56 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 75.71 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 81.94 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 77.14 \| source_score \| rubric \| Higher is better \| \| `slop` \| 80.57 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 93.84 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 82.95 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 75.55 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 73.56 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 76.49 \| source_score \| rubric \| Higher is better \| ### Configuration provider xai Reasoning effort unknown scoreScope 10_task_current sourceConfiguration grok-4-5 thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,649–1,725.9 interval [1649,1725.9] rank 58 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Grok 4.5 (high) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/57` | | | | | | 59 | [DeepSeek V4 Flash 0731](https://benchize.com/models/deepseek-v4-flash-0731-high.md)High | 1,680.5 | Range 1,640.7–1,718.6 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1680.5 \| rating \| reported \| Higher is better \| \| `overall` \| 77.47 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 62.03 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 75.95 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 73.57 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 80.51 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 95.84 \| source_score \| rubric \| Higher is better \| \| `slop` \| 78.17 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 94.3 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 80.41 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 72.77 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 71.44 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 75.81 \| source_score \| rubric \| Higher is better \| ### Configuration provider openrouter Reasoning effort unknown scoreScope 10_task_current sourceConfiguration deepseek-v4-flash-0731-or thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,640.7–1,718.6 interval [1640.7,1718.6] rank 59 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label DeepSeek V4 Flash 0731 (high) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/58` | | | | | | 60 | [GPT-6 Luna](https://benchize.com/models/gpt-6-luna-high.md)High | 1,662.6 | Range 1,617.5–1,710.6 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1662.6 \| rating \| reported \| Higher is better \| \| `overall` \| 77.39 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 75.55 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 77.02 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 74.38 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 80.77 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 89.13 \| source_score \| rubric \| Higher is better \| \| `slop` \| 85.72 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 95.89 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 82.62 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 71.01 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 76.54 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 69.18 \| source_score \| rubric \| Higher is better \| ### Configuration provider codex Reasoning effort high scoreScope 10_task_current sourceConfiguration gpt-6-luna-high thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,617.5–1,710.6 interval [1617.5,1710.6] rank 60 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label GPT-6 Luna (high) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/59` | | | | | | 61 | [Muse Wonder](https://benchize.com/models/muse-wonder-high.md)High | 1,651.2 | Range 1,582.2–1,710.7 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1651.2 \| rating \| reported \| Higher is better \| \| `overall` \| 76.67 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 69.29 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 81.36 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 74.08 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 79.77 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 41.11 \| source_score \| rubric \| Higher is better \| \| `slop` \| 82.1 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 94.91 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 85.65 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 76.98 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 75.86 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 80.08 \| source_score \| rubric \| Higher is better \| ### Configuration provider openrouter Reasoning effort high scoreScope 10_task_current sourceConfiguration muse-wonder-high-or thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,582.2–1,710.7 interval [1582.2,1710.7] rank 62 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Muse Wonder (high) Evaluated 2026-10-13 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/61` | | | | | | 62 | [Gemini 4 Argon](https://benchize.com/models/gemini-4-argon-high.md)High | 1,638.3 | Range 1,590.3–1,680.4 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1638.3 \| rating \| reported \| Higher is better \| \| `overall` \| 76.24 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 68.28 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 78.17 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 82.3 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 78.3 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 71.44 \| source_score \| rubric \| Higher is better \| \| `slop` \| 80.92 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 93.57 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 80.97 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 70.37 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 73.28 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 78.09 \| source_score \| rubric \| Higher is better \| ### Configuration provider google Reasoning effort high scoreScope 10_task_current sourceConfiguration gemini-4-argon-high ### Reported statistics Uncertainty Reported interval: 1,590.3–1,680.4 interval [1590.3,1680.4] rank 63 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Gemini 4 Argon (high thinking) Evaluated 2026-10-13 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/62` | | | | | | 63 | [Claude Opus 4.6](https://benchize.com/models/claude-opus-4-6-high.md)High | 1,633.8 | Range 1,593–1,680.3 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1633.8 \| rating \| reported \| Higher is better \| \| `overall` \| 76.91 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 66.28 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 76.67 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 73.94 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 73.93 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 93.51 \| source_score \| rubric \| Higher is better \| \| `slop` \| 80.64 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 94.99 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 78.78 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 73.51 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 72.99 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 75.33 \| source_score \| rubric \| Higher is better \| ### Configuration provider claude-code Reasoning effort unknown scoreScope 10_task_current sourceConfiguration claude-opus-4-6 thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,593–1,680.3 interval [1593,1680.3] rank 64 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Claude Opus 4.6 (high) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/63` | | | | | | 64 | [GPT-6 Luna](https://benchize.com/models/gpt-6-luna-medium.md)Medium | 1,628.4 | Range 1,579.7–1,676.1 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1628.4 \| rating \| reported \| Higher is better \| \| `overall` \| 76.96 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 75.54 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 77.06 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 74.91 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 80.47 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 84.78 \| source_score \| rubric \| Higher is better \| \| `slop` \| 85.24 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 94.95 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 82.28 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 71.29 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 76.83 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 68.39 \| source_score \| rubric \| Higher is better \| ### Configuration provider codex Reasoning effort unknown scoreScope 10_task_current sourceConfiguration gpt-6-luna thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,579.7–1,676.1 interval [1579.7,1676.1] rank 65 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label GPT-6 Luna (medium) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/64` | | | | | | 65 | [DeepSeek V4.1 Flash](https://benchize.com/models/deepseek-v4-1-flash-off.md)Non-thinking | 1,627.1 | Range 1,585.1–1,670.5 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1627.1 \| rating \| reported \| Higher is better \| \| `overall` \| 76.81 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 67.47 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 77.79 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 65.76 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 79.05 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 80.83 \| source_score \| rubric \| Higher is better \| \| `slop` \| 80.79 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 94.12 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 78.43 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 75.95 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 75.73 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 73.62 \| source_score \| rubric \| Higher is better \| ### Configuration provider openrouter Reasoning effort none scoreScope 10_task_current sourceConfiguration deepseek-v4-1-flash-none-or thinkingEnabled false ### Reported statistics Uncertainty Reported interval: 1,585.1–1,670.5 interval [1585.1,1670.5] rank 66 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label DeepSeek V4.1 Flash (no thinking) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/65` | | | | | | 66 | [Claude Sonnet 5](https://benchize.com/models/claude-sonnet-5-high.md)High | 1,623.1 | Range 1,576.8–1,670.1 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1623.1 \| rating \| reported \| Higher is better \| \| `overall` \| 76.62 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 70.1 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 79.38 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 65.21 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 75.3 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 84.68 \| source_score \| rubric \| Higher is better \| \| `slop` \| 82.27 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 94.44 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 78.44 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 73.94 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 75.71 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 73.5 \| source_score \| rubric \| Higher is better \| ### Configuration provider claude-code Reasoning effort unknown scoreScope 10_task_current sourceConfiguration claude-sonnet-5 thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,576.8–1,670.1 interval [1576.8,1670.1] rank 67 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Claude Sonnet 5 (high) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/66` | | | | | | 67 | [Qwen3.8 Max](https://benchize.com/models/qwen3-8-max.md) | 1,610.4 | Range 1,575.5–1,648.2 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1610.4 \| rating \| reported \| Higher is better \| \| `overall` \| 76.83 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 65.88 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 73.96 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 74.81 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 79.22 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 97.52 \| source_score \| rubric \| Higher is better \| \| `slop` \| 80.17 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 94.47 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 81.98 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 70.29 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 70.91 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 73.99 \| source_score \| rubric \| Higher is better \| ### Configuration provider openrouter Reasoning effort unknown scoreScope 10_task_current sourceConfiguration qwen3-8-max-or ### Reported statistics Uncertainty Reported interval: 1,575.5–1,648.2 interval [1575.5,1648.2] rank 68 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Qwen3.8 Max (thinking on) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/67` | | | | | | 68 | [Claude Haiku 5.5](https://benchize.com/models/claude-haiku-5-5-medium.md)Medium | 1,608.3 | Range 1,560.5–1,658.9 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1608.3 \| rating \| reported \| Higher is better \| \| `overall` \| 76.71 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 74.19 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 76.43 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 71.62 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 79.06 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 77.59 \| source_score \| rubric \| Higher is better \| \| `slop` \| 84.75 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 95.32 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 81.54 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 74.04 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 76.68 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 71.07 \| source_score \| rubric \| Higher is better \| ### Configuration provider claude-code Reasoning effort medium scoreScope 10_task_current sourceConfiguration claude-haiku-5-5-medium thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,560.5–1,658.9 interval [1560.5,1658.9] rank 69 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Claude Haiku 5.5 (medium) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/68` | | | | | | 69 | [GLM-5](https://benchize.com/models/glm-5.md) | 1,596.6 | Range 1,561.9–1,629.4 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1596.6 \| rating \| reported \| Higher is better \| \| `overall` \| 76.68 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 63.86 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 74.88 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 75.71 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 78.16 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 88.55 \| source_score \| rubric \| Higher is better \| \| `slop` \| 79.49 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 95.12 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 79.67 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 73.26 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 72.46 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 75.06 \| source_score \| rubric \| Higher is better \| ### Configuration provider openrouter Reasoning effort unknown scoreScope 10_task_current sourceConfiguration glm-5-or ### Reported statistics Uncertainty Reported interval: 1,561.9–1,629.4 interval [1561.9,1629.4] rank 70 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label GLM-5 (thinking on) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/69` | | | | | | 70 | [GPT-5.5](https://benchize.com/models/gpt-5-5-xhigh.md)Extra high | 1,594.9 | Range 1,557.6–1,634.6 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1594.9 \| rating \| reported \| Higher is better \| \| `overall` \| 76.76 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 66.59 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 77.7 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 78.13 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 80.69 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 51.29 \| source_score \| rubric \| Higher is better \| \| `slop` \| 80.58 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 94.56 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 84.52 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 78.31 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 75.17 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 76.91 \| source_score \| rubric \| Higher is better \| ### Configuration provider codex Reasoning effort xhigh scoreScope 10_task_current sourceConfiguration gpt-5-5-xhigh thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,557.6–1,634.6 interval [1557.6,1634.6] rank 71 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label GPT-5.5 (xhigh) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/70` | | | | | | 71 | [GPT-5.6 Luna](https://benchize.com/models/gpt-5-6-luna-medium.md)Medium | 1,592.4 | Range 1,550.3–1,632.7 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1592.4 \| rating \| reported \| Higher is better \| \| `overall` \| 76.66 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 71.18 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 77.06 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 76.1 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 82.25 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 70.86 \| source_score \| rubric \| Higher is better \| \| `slop` \| 82.95 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 94.72 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 83.61 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 73.24 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 75.55 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 70.92 \| source_score \| rubric \| Higher is better \| ### Configuration provider codex Reasoning effort unknown scoreScope 10_task_current sourceConfiguration gpt-5-6-luna thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,550.3–1,632.7 interval [1550.3,1632.7] rank 72 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label GPT-5.6 Luna (medium) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/71` | | | | | | 72 | [Muse Wonder](https://benchize.com/models/muse-wonder-adaptive.md)Adaptive | 1,586.2 | Range 1,535.1–1,645.9 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1586.2 \| rating \| reported \| Higher is better \| \| `overall` \| 76.15 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 68.1 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 80.43 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 74.75 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 80.72 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 37.39 \| source_score \| rubric \| Higher is better \| \| `slop` \| 81.36 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 94.62 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 85.17 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 77.32 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 75.64 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 78.92 \| source_score \| rubric \| Higher is better \| ### Configuration provider openrouter Reasoning effort unknown scoreScope 10_task_current sourceConfiguration muse-wonder-or thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,535.1–1,645.9 interval [1535.1,1645.9] rank 73 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Muse Wonder (adaptive) Evaluated 2026-10-13 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/72` | | | | | | 73 | [GPT-5.5](https://benchize.com/models/gpt-5-5-high.md)High | 1,572.2 | Range 1,524.3–1,609.9 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1572.2 \| rating \| reported \| Higher is better \| \| `overall` \| 76.41 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 66.72 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 77.45 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 78.47 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 81.26 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 46.92 \| source_score \| rubric \| Higher is better \| \| `slop` \| 80.56 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 94.4 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 84.44 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 78.08 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 75.05 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 77.22 \| source_score \| rubric \| Higher is better \| ### Configuration provider codex Reasoning effort high scoreScope 10_task_current sourceConfiguration gpt-5-5-high thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,524.3–1,609.9 interval [1524.3,1609.9] rank 74 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label GPT-5.5 (high) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/73` | | | | | | 74 | [GLM-5.2](https://benchize.com/models/glm-5-2-high.md)High | 1,541.4 | Range 1,496.5–1,583.8 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1541.4 \| rating \| reported \| Higher is better \| \| `overall` \| 75.76 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 64.05 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 74.4 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 73.19 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 79.34 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 82.53 \| source_score \| rubric \| Higher is better \| \| `slop` \| 79.18 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 94.31 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 79.92 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 72.79 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 72.49 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 72.37 \| source_score \| rubric \| Higher is better \| ### Configuration provider openrouter Reasoning effort unknown scoreScope 10_task_current sourceConfiguration glm-5-2-or thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,496.5–1,583.8 interval [1496.5,1583.8] rank 75 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label GLM-5.2 (high) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/74` | | | | | | 75 | [GPT-5.5](https://benchize.com/models/gpt-5-5-medium.md)Medium | 1,530 | Range 1,491.8–1,583 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1530 \| rating \| reported \| Higher is better \| \| `overall` \| 75.8 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 68.04 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 77.74 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 78.68 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 80.94 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 35.86 \| source_score \| rubric \| Higher is better \| \| `slop` \| 80.92 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 93.81 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 84.28 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 78.92 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 75.42 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 77.62 \| source_score \| rubric \| Higher is better \| ### Configuration provider codex Reasoning effort unknown scoreScope 10_task_current sourceConfiguration gpt-5-5 thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,491.8–1,583 interval [1491.8,1583] rank 76 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label GPT-5.5 (medium) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/75` | | | | | | 76 | [Claude Sonnet 4.6](https://benchize.com/models/claude-sonnet-4-6-high.md)High | 1,529.8 | Range 1,485.8–1,572.6 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1529.8 \| rating \| reported \| Higher is better \| \| `overall` \| 75.99 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 67.04 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 75.25 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 72.76 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 75.32 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 90.64 \| source_score \| rubric \| Higher is better \| \| `slop` \| 80.31 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 93.58 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 78.16 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 71.49 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 73.69 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 73.85 \| source_score \| rubric \| Higher is better \| ### Configuration provider claude-code Reasoning effort unknown scoreScope 10_task_current sourceConfiguration claude-sonnet-4-6 thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,485.8–1,572.6 interval [1485.8,1572.6] rank 77 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Claude Sonnet 4.6 (high) Evaluated 2026-10-10 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/76` | | | | | | 77 | [Muse Spark 1.3](https://benchize.com/models/muse-spark-1-3-high.md)High | 1,525.6 | Range 1,471.5–1,572.2 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1525.6 \| rating \| reported \| Higher is better \| \| `overall` \| 75.55 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 65.83 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 76.27 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 64.55 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 76.59 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 70.98 \| source_score \| rubric \| Higher is better \| \| `slop` \| 80.76 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 95.68 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 80.81 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 73.58 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 72.43 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 78.33 \| source_score \| rubric \| Higher is better \| ### Configuration provider openrouter Reasoning effort high scoreScope 10_task_current sourceConfiguration muse-spark-1-3-thinking-or thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,471.5–1,572.2 interval [1471.5,1572.2] rank 78 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Muse Spark 1.3 (high) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/77` | | | | | | 78 | [Muse Spark 1.3](https://benchize.com/models/muse-spark-1-3-medium.md)Medium | 1,513.1 | Range 1,466.6–1,563.3 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1513.1 \| rating \| reported \| Higher is better \| \| `overall` \| 75.44 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 66.08 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 76.55 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 65.41 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 77.79 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 68.53 \| source_score \| rubric \| Higher is better \| \| `slop` \| 80.48 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 94.89 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 80.5 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 73.43 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 72.67 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 77.86 \| source_score \| rubric \| Higher is better \| ### Configuration provider openrouter Reasoning effort unknown scoreScope 10_task_current sourceConfiguration muse-spark-1-3-or thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,466.6–1,563.3 interval [1466.6,1563.3] rank 79 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Muse Spark 1.3 (medium) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/78` | | | | | | 79 | [Qwen3.8 Flash](https://benchize.com/models/qwen3-8-flash.md) | 1,497.7 | Range 1,451.9–1,537.9 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1497.7 \| rating \| reported \| Higher is better \| \| `overall` \| 75.3 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 63.37 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 72.72 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 70.36 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 77.25 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 97.08 \| source_score \| rubric \| Higher is better \| \| `slop` \| 78.41 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 93.46 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 79.71 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 69.84 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 68.58 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 72.93 \| source_score \| rubric \| Higher is better \| ### Configuration provider openrouter Reasoning effort unknown scoreScope 10_task_current sourceConfiguration qwen3-8-flash-or ### Reported statistics Uncertainty Reported interval: 1,451.9–1,537.9 interval [1451.9,1537.9] rank 80 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Qwen3.8 Flash (thinking on) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/79` | | | | | | 80 | [Claude Haiku 5.5](https://benchize.com/models/claude-haiku-5-5-low.md)Low | 1,497.5 | Range 1,444–1,543 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1497.5 \| rating \| reported \| Higher is better \| \| `overall` \| 75.23 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 72.56 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 75.7 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 70.68 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 79.09 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 77.91 \| source_score \| rubric \| Higher is better \| \| `slop` \| 83.54 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 94.51 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 80.73 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 72.3 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 75.2 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 65.5 \| source_score \| rubric \| Higher is better \| ### Configuration provider claude-code Reasoning effort low scoreScope 10_task_current sourceConfiguration claude-haiku-5-5-low thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,444–1,543 interval [1444,1543] rank 81 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Claude Haiku 5.5 (low) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/80` | | | | | | 81 | [GPT-5.5](https://benchize.com/models/gpt-5-5-off.md)Non-thinking | 1,481.5 | Range 1,436.5–1,518.8 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1481.5 \| rating \| reported \| Higher is better \| \| `overall` \| 75.15 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 66.13 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 77.22 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 78.81 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 80.28 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 33.12 \| source_score \| rubric \| Higher is better \| \| `slop` \| 80.15 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 94.18 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 83.9 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 78.27 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 74.95 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 77.54 \| source_score \| rubric \| Higher is better \| ### Configuration provider codex Reasoning effort none scoreScope 10_task_current sourceConfiguration gpt-5-5-minimal thinkingEnabled false ### Reported statistics Uncertainty Reported interval: 1,436.5–1,518.8 interval [1436.5,1518.8] rank 82 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label GPT-5.5 (none) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/81` | | | | | | 82 | [MiniMax M3](https://benchize.com/models/minimax-m3.md) | 1,470.4 | Range 1,424.8–1,513.6 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1470.4 \| rating \| reported \| Higher is better \| \| `overall` \| 74.79 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 62.85 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 73.03 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 70.85 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 78.23 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 92.81 \| source_score \| rubric \| Higher is better \| \| `slop` \| 78.49 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 94.14 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 74.43 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 70.89 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 70.91 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 72.6 \| source_score \| rubric \| Higher is better \| ### Configuration provider openrouter Reasoning effort unknown scoreScope 10_task_current sourceConfiguration minimax-m3-or ### Reported statistics Uncertainty Reported interval: 1,424.8–1,513.6 interval [1424.8,1513.6] rank 83 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label MiniMax M3 (thinking on) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/82` | | | | | | 83 | [Gemini 4 Argon](https://benchize.com/models/gemini-4-argon-off.md)Non-thinking | 1,433.2 | Range 1,394.2–1,472.3 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1433.2 \| rating \| reported \| Higher is better \| \| `overall` \| 74.65 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 66.39 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 78.45 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 80.92 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 79.61 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 47.88 \| source_score \| rubric \| Higher is better \| \| `slop` \| 79.01 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 91.62 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 80.2 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 71.42 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 73.61 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 79.31 \| source_score \| rubric \| Higher is better \| ### Configuration provider google Reasoning effort unknown scoreScope 10_task_current sourceConfiguration gemini-4-argon thinkingEnabled false ### Reported statistics Uncertainty Reported interval: 1,394.2–1,472.3 interval [1394.2,1472.3] rank 85 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Gemini 4 Argon (no thinking) Evaluated 2026-10-13 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/84` | | | | | | 84 | [Kimi K2.6](https://benchize.com/models/kimi-k2-6-high.md)High | 1,423.5 | Range 1,373.5–1,469.2 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1423.5 \| rating \| reported \| Higher is better \| \| `overall` \| 74.36 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 61.95 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 73.99 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 65.56 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 79.39 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 87.91 \| source_score \| rubric \| Higher is better \| \| `slop` \| 76.82 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 91.7 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 75.93 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 69.7 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 70.28 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 73.35 \| source_score \| rubric \| Higher is better \| ### Configuration provider openrouter Reasoning effort high scoreScope 10_task_current sourceConfiguration kimi-k2-6-thinking-or thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,373.5–1,469.2 interval [1373.5,1469.2] rank 86 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Kimi K2.6 (high) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/85` | | | | | | 85 | [GLM-4.6](https://benchize.com/models/glm-4-6.md) | 1,417.5 | Range 1,374.9–1,461.7 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1417.5 \| rating \| reported \| Higher is better \| \| `overall` \| 74.32 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 62.82 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 74.07 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 70.79 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 80.48 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 71.81 \| source_score \| rubric \| Higher is better \| \| `slop` \| 78.69 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 94.57 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 77.46 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 71.66 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 71.94 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 73.35 \| source_score \| rubric \| Higher is better \| ### Configuration provider openrouter Reasoning effort unknown scoreScope 10_task_current sourceConfiguration glm-4-6-or ### Reported statistics Uncertainty Reported interval: 1,374.9–1,461.7 interval [1374.9,1461.7] rank 87 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label GLM-4.6 (thinking on) Evaluated 2026-10-10 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/86` | | | | | | 86 | [DeepSeek V4 Pro](https://benchize.com/models/deepseek-v4-pro-high.md)High | 1,363.2 | Range 1,317.9–1,412.3 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1363.2 \| rating \| reported \| Higher is better \| \| `overall` \| 73.62 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 66.28 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 75.85 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 61.93 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 77.91 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 75.8 \| source_score \| rubric \| Higher is better \| \| `slop` \| 72.91 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 79.54 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 75.41 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 70.87 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 74.43 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 71.41 \| source_score \| rubric \| Higher is better \| ### Configuration provider openrouter Reasoning effort unknown scoreScope 10_task_current sourceConfiguration deepseek-v4-pro-or thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,317.9–1,412.3 interval [1317.9,1412.3] rank 88 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label DeepSeek V4 Pro (high) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/87` | | | | | | 87 | [DeepSeek V4 Pro](https://benchize.com/models/deepseek-v4-pro-xhigh.md)Extra high | 1,333.9 | Range 1,291.3–1,377.5 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1333.9 \| rating \| reported \| Higher is better \| \| `overall` \| 73.07 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 63.39 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 74.94 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 64.22 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 76.11 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 83.43 \| source_score \| rubric \| Higher is better \| \| `slop` \| 72.29 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 81.2 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 73.52 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 68.89 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 72.66 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 71.19 \| source_score \| rubric \| Higher is better \| ### Configuration provider openrouter Reasoning effort xhigh scoreScope 10_task_current sourceConfiguration deepseek-v4-pro-xhigh-or thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,291.3–1,377.5 interval [1291.3,1377.5] rank 89 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label DeepSeek V4 Pro (xhigh) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/88` | | | | | | 88 | [DeepSeek V4 Pro 0813](https://benchize.com/models/deepseek-v4-pro-0813-high.md)High | 1,327.3 | Range 1,242.2–1,388.4 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1327.3 \| rating \| reported \| Higher is better \| \| `overall` \| 72.29 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 61.6 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 72.53 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 70.62 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 77.88 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 72.74 \| source_score \| rubric \| Higher is better \| \| `slop` \| 77.45 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 93.3 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 75.86 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 68.58 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 69.81 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 69.58 \| source_score \| rubric \| Higher is better \| ### Configuration provider openrouter Reasoning effort unknown scoreScope 10_task_current sourceConfiguration deepseek-v4-pro-0813-or thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,242.2–1,388.4 interval [1242.2,1388.4] rank 90 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label DeepSeek V4 Pro 0813 (high) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/89` | | | | | | 89 | [Gemini 2.5 Pro](https://benchize.com/models/gemini-2-5-pro.md) | 1,183.6 | Range 1,152.1–1,220.7 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1183.6 \| rating \| reported \| Higher is better \| \| `overall` \| 70.96 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 61.66 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 73.36 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 62.15 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 75.14 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 81.81 \| source_score \| rubric \| Higher is better \| \| `slop` \| 74.64 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 87.62 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 71.17 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 64.56 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 70.66 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 69.07 \| source_score \| rubric \| Higher is better \| ### Configuration provider google Reasoning effort unknown scoreScope 10_task_current sourceConfiguration gemini-2-5-pro ### Reported statistics Uncertainty Reported interval: 1,152.1–1,220.7 interval [1152.1,1220.7] rank 92 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Gemini 2.5 Pro (dynamic thinking) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/91` | | | | | | 90 | [GPT-5.2](https://benchize.com/models/gpt-5-2-off.md)Non-thinking | 1,183 | Range 1,137.3–1,226.8 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1183 \| rating \| reported \| Higher is better \| \| `overall` \| 71.37 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 61.05 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 73.66 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 77.8 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 77.82 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 20.06 \| source_score \| rubric \| Higher is better \| \| `slop` \| 77.62 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 94.19 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 82.29 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 74.98 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 70.04 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 74.82 \| source_score \| rubric \| Higher is better \| ### Configuration provider openai Reasoning effort none scoreScope 10_task_current sourceConfiguration gpt-5-2 thinkingEnabled false ### Reported statistics Uncertainty Reported interval: 1,137.3–1,226.8 interval [1137.3,1226.8] rank 93 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label GPT-5.2 (no reasoning) Evaluated 2026-10-10 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/92` | | | | | | 91 | [Gemini 3.1 Pro Preview](https://benchize.com/models/gemini-3-1-pro-preview-high.md)High | 1,171.9 | Range 1,126.1–1,218.8 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1171.9 \| rating \| reported \| Higher is better \| \| `overall` \| 70.99 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 64.12 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 72.63 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 69.75 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 71.85 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 79.39 \| source_score \| rubric \| Higher is better \| \| `slop` \| 79.42 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 94.73 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 73.87 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 63.61 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 68.12 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 70.85 \| source_score \| rubric \| Higher is better \| ### Configuration provider google Reasoning effort high scoreScope 10_task_current sourceConfiguration gemini-3-1-pro-high ### Reported statistics Uncertainty Reported interval: 1,126.1–1,218.8 interval [1126.1,1218.8] rank 94 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Gemini 3.1 Pro (high thinking) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/93` | | | | | | 92 | [Gemini 3.7 Flash](https://benchize.com/models/gemini-3-7-flash-high.md)High | 1,153.6 | Range 1,098.8–1,205.5 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1153.6 \| rating \| reported \| Higher is better \| \| `overall` \| 70.06 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 60.78 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 73.28 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 74.23 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 73.63 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 68.59 \| source_score \| rubric \| Higher is better \| \| `slop` \| 75.57 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 90.36 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 73.05 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 60.87 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 68.19 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 73.51 \| source_score \| rubric \| Higher is better \| ### Configuration provider google Reasoning effort high scoreScope 10_task_current sourceConfiguration gemini-3-7-flash-high ### Reported statistics Uncertainty Reported interval: 1,098.8–1,205.5 interval [1098.8,1205.5] rank 95 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Gemini 3.7 Flash (high thinking) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/94` | | | | | | 93 | [Gemini 3.8 Flash](https://benchize.com/models/gemini-3-8-flash-high.md)High | 1,152.5 | Range 1,111.1–1,195.8 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1152.5 \| rating \| reported \| Higher is better \| \| `overall` \| 70.22 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 60.78 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 73.24 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 73.86 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 74.29 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 67.76 \| source_score \| rubric \| Higher is better \| \| `slop` \| 75.52 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 90.26 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 73.57 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 61.92 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 68.17 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 72.75 \| source_score \| rubric \| Higher is better \| ### Configuration provider google Reasoning effort high scoreScope 10_task_current sourceConfiguration gemini-3-8-flash-high ### Reported statistics Uncertainty Reported interval: 1,111.1–1,195.8 interval [1111.1,1195.8] rank 96 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Gemini 3.8 Flash (high thinking) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/95` | | | | | | 94 | [Gemini 3.1 Pro Preview](https://benchize.com/models/gemini-3-1-pro-preview-low.md)Low | 1,125.9 | Range 1,081.7–1,170.4 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1125.9 \| rating \| reported \| Higher is better \| \| `overall` \| 70.14 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 64.42 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 71.88 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 68.01 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 72.94 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 74.85 \| source_score \| rubric \| Higher is better \| \| `slop` \| 78.86 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 93.31 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 74.16 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 62.4 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 67.84 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 69.45 \| source_score \| rubric \| Higher is better \| ### Configuration provider google Reasoning effort low scoreScope 10_task_current sourceConfiguration gemini-3-1-pro-low ### Reported statistics Uncertainty Reported interval: 1,081.7–1,170.4 interval [1081.7,1170.4] rank 97 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Gemini 3.1 Pro (low thinking) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/96` | | | | | | 95 | [Llama 4 Maverick](https://benchize.com/models/llama-4-maverick-off.md)Non-thinking | 1,125.5 | Range 1,097–1,155.4 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1125.5 \| rating \| reported \| Higher is better \| \| `overall` \| 69.93 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 64.27 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 71.47 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 69.12 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 73.8 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 68.67 \| source_score \| rubric \| Higher is better \| \| `slop` \| 77.19 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 90.11 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 72.65 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 64.55 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 71.04 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 66.92 \| source_score \| rubric \| Higher is better \| ### Configuration provider openrouter Reasoning effort unknown scoreScope 10_task_current sourceConfiguration llama-4-maverick-or thinkingEnabled false ### Reported statistics Uncertainty Reported interval: 1,097–1,155.4 interval [1097,1155.4] rank 98 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Llama 4 Maverick (no thinking) Evaluated 2026-10-08 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/97` | | | | | | 96 | [Gemini 3.5 Flash](https://benchize.com/models/gemini-3-5-flash-high.md)High | 1,102.8 | Range 1,057.8–1,145.6 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1102.8 \| rating \| reported \| Higher is better \| \| `overall` \| 69.55 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 60.05 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 69.87 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 72.78 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 73.02 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 87.02 \| source_score \| rubric \| Higher is better \| \| `slop` \| 74.92 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 89.8 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 70.8 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 59.12 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 65.97 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 70.19 \| source_score \| rubric \| Higher is better \| ### Configuration provider google Reasoning effort high scoreScope 10_task_current sourceConfiguration gemini-3-5-flash-high ### Reported statistics Uncertainty Reported interval: 1,057.8–1,145.6 interval [1057.8,1145.6] rank 100 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Gemini 3.5 Flash (high thinking) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/99` | | | | | | 97 | [Gemini 3.5 Flash](https://benchize.com/models/gemini-3-5-flash.md) | 1,099.2 | Range 1,055–1,138.2 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1099.2 \| rating \| reported \| Higher is better \| \| `overall` \| 69.54 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 59.8 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 70.4 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 72.36 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 73.72 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 86.55 \| source_score \| rubric \| Higher is better \| \| `slop` \| 74.36 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 88.93 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 70.7 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 58.44 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 66.47 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 70.23 \| source_score \| rubric \| Higher is better \| ### Configuration provider google Reasoning effort unknown scoreScope 10_task_current sourceConfiguration gemini-3-5-flash ### Reported statistics Uncertainty Reported interval: 1,055–1,138.2 interval [1055,1138.2] rank 101 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Gemini 3.5 Flash (medium thinking) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/100` | | | | | | 98 | [Gemini 3.7 Flash](https://benchize.com/models/gemini-3-7-flash.md) | 1,084 | Range 1,047.5–1,123.5 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1084 \| rating \| reported \| Higher is better \| \| `overall` \| 69.44 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 59.83 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 73.5 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 74.11 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 74.25 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 62.94 \| source_score \| rubric \| Higher is better \| \| `slop` \| 74.5 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 89.18 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 72.92 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 60.91 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 67.7 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 72.43 \| source_score \| rubric \| Higher is better \| ### Configuration provider google Reasoning effort unknown scoreScope 10_task_current sourceConfiguration gemini-3-7-flash ### Reported statistics Uncertainty Reported interval: 1,047.5–1,123.5 interval [1047.5,1123.5] rank 102 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Gemini 3.7 Flash (medium thinking) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/101` | | | | | | 99 | [Gemini 3.6 Flash](https://benchize.com/models/gemini-3-6-flash.md) | 1,080.7 | Range 1,036.7–1,123.8 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1080.7 \| rating \| reported \| Higher is better \| \| `overall` \| 69.28 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 60.13 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 69.62 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 71.77 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 74.16 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 82.77 \| source_score \| rubric \| Higher is better \| \| `slop` \| 74.79 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 89.46 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 71.27 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 58.78 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 66.34 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 70.02 \| source_score \| rubric \| Higher is better \| ### Configuration provider google Reasoning effort unknown scoreScope 10_task_current sourceConfiguration gemini-3-6-flash ### Reported statistics Uncertainty Reported interval: 1,036.7–1,123.8 interval [1036.7,1123.8] rank 103 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Gemini 3.6 Flash (medium thinking) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/102` | | | | | | 100 | [Gemini 3.8 Flash](https://benchize.com/models/gemini-3-8-flash.md) | 1,077.1 | Range 1,034.1–1,118.4 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1077.1 \| rating \| reported \| Higher is better \| \| `overall` \| 69.13 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 59.34 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 73.45 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 74.72 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 74.09 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 62 \| source_score \| rubric \| Higher is better \| \| `slop` \| 74.06 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 88.79 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 71.72 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 60.84 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 67.98 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 71.9 \| source_score \| rubric \| Higher is better \| ### Configuration provider google Reasoning effort unknown scoreScope 10_task_current sourceConfiguration gemini-3-8-flash ### Reported statistics Uncertainty Reported interval: 1,034.1–1,118.4 interval [1034.1,1118.4] rank 105 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Gemini 3.8 Flash (medium thinking) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/104` | | | | | [Next page](https://benchize.com/benchmarks/tonebench%3Ascripts.md?cursor=%7B%22score%22%3A1077.1%2C%22id%22%3A%22141842aa1a2893b73b779c0147e174afa026571603294c90696e8ab72f7bcf75%22%7D) --- Cite as: ToneBench Scriptwriting — Benchize, https://benchize.com/benchmarks/tonebench%3Ascripts (retrieved 2026-10-21)