# Rapidata SVG generation — Overall preference

> Source: Benchize (https://benchize.com) — https://benchize.com/benchmarks/rapidata%3Asvg%3Aoverall. When citing or reusing this content, credit "Benchize" and link to https://benchize.com/benchmarks/rapidata%3Asvg%3Aoverall.

Human pairwise evaluation of svg outputs, measuring overall preference. Scores are fitted using the Bradley–Terry preference model and expressed on the publisher’s Elo scale with 95% confidence intervals.

Canonical URL: https://benchize.com/benchmarks/rapidata%3Asvg%3Aoverall
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.

Human pairwise evaluation of svg outputs, measuring overall preference. Scores are fitted using the Bradley–Terry preference model and expressed on the publisher’s Elo scale with 95% confidence intervals.

Multimodal · Models tested: 37 · Score publishers: [rapidata](https://www.benchmark.ai/svg)

## Model results

| # | Model | Score | ± |  |
| --- | --- | --- | --- | --- |
| 1 | [GPT-6.1 Sol](https://benchize.com/models/gpt-6-1-sol.md) | 1,440.73elo | CI 1,423.12–1,458.33 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1440.726710057045 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1WZA3S9cLmH0ve sourceModelVersion gpt-6.1-sol weighted false ### Reported statistics Uncertainty Confidence interval: 1,423.12–1,458.33 confidenceIntervalLowerOffset 17.601785202164137 confidenceIntervalUpperOffset 17.60178520216391 totalMatches 10644.350106003007 wins 7875.075142151481 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label gpt-6.1-sol Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/3` |  |  |  |  |
| 2 | [Claude Sonnet 5.5](https://benchize.com/models/claude-sonnet-5-5.md) | 1,398.47elo | CI 1,381.46–1,415.48 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1398.4714302455168 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1WTTMAZoeeConj sourceModelVersion claude-sonnet-5.5 weighted false ### Reported statistics Uncertainty Confidence interval: 1,381.46–1,415.48 confidenceIntervalLowerOffset 17.011766652905862 confidenceIntervalUpperOffset 17.011766652905862 totalMatches 10803.355335884113 wins 7777.103183558558 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label claude-sonnet-5.5 Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/4` |  |  |  |  |
| 3 | [Claude Opus 5.5](https://benchize.com/models/claude-opus-5-5.md) | 1,385.89elo | CI 1,369.32–1,402.47 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1385.8921339636063 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1VuObOzOuUSxTC sourceModelVersion claude-opus-5.5 weighted false ### Reported statistics Uncertainty Confidence interval: 1,369.32–1,402.47 confidenceIntervalLowerOffset 16.573365617757645 confidenceIntervalUpperOffset 16.573365617757645 totalMatches 11256.370236111408 wins 8040.594884342206 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label claude-opus-5.5 Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/5` |  |  |  |  |
| 4 | [GPT-6 Astra](https://benchize.com/models/gpt-6-astra.md) | 1,356.69elo | CI 1,345.29–1,368.1 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1356.6946805777643 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1UTasGEdHyT3rB sourceModelVersion gpt-6-astra weighted false ### Reported statistics Uncertainty Confidence interval: 1,345.29–1,368.1 confidenceIntervalLowerOffset 11.409004354258741 confidenceIntervalUpperOffset 11.409004354258514 totalMatches 21903.720440791414 wins 14239.139044925736 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label gpt-6-astra Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/6` |  |  |  |  |
| 5 | [Gemini 4 Argon](https://benchize.com/models/gemini-4-argon.md) | 1,319.55elo | CI 1,301.84–1,337.27 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1319.5529184402876 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1Xsgz12KP2Vun0 sourceModelVersion gemini-4-argon weighted false ### Reported statistics Uncertainty Confidence interval: 1,301.84–1,337.27 confidenceIntervalLowerOffset 17.716742939821188 confidenceIntervalUpperOffset 17.716742939821188 totalMatches 9885.325140721507 wins 6719.285586546297 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label gemini-4-argon Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/7` |  |  |  |  |
| 6 | [GPT-6 Sol](https://benchize.com/models/gpt-6-sol.md) | 1,288.81elo | CI 1,273.06–1,304.56 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1288.8094599491112 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1VuaG2XLSHlJFZ sourceModelVersion gpt-6-sol weighted false ### Reported statistics Uncertainty Confidence interval: 1,273.06–1,304.56 confidenceIntervalLowerOffset 15.75179232948085 confidenceIntervalUpperOffset 15.75179232948085 totalMatches 11421.375663346518 wins 7595.9164152306785 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label gpt-6-sol Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/8` |  |  |  |  |
| 7 | [Muse Wonder](https://benchize.com/models/muse-wonder.md) | 1,259.27elo | CI 1,242.37–1,276.17 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1259.2679790583059 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1XneOLqGOEIX5L sourceModelVersion muse-wonder weighted false ### Reported statistics Uncertainty Confidence interval: 1,242.37–1,276.17 confidenceIntervalLowerOffset 16.900409810478322 confidenceIntervalUpperOffset 16.900409810478322 totalMatches 10029.329877217599 wins 6495.928188091186 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label muse-wonder Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/9` |  |  |  |  |
| 8 | [Claude Fable 5.1](https://benchize.com/models/claude-fable-5-1.md) | 1,187.53elo | CI 1,176.69–1,198.36 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1187.5255420060207 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1U5GPfG7E8fC1J sourceModelVersion claude-fable-5.1 weighted false ### Reported statistics Uncertainty Confidence interval: 1,176.69–1,198.36 confidenceIntervalLowerOffset 10.83573605175934 confidenceIntervalUpperOffset 10.83573605175934 totalMatches 22454.198425759063 wins 12448.918694283802 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label claude-fable-5.1 Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/12` |  |  |  |  |
| 9 | [Claude Fable 5](https://benchize.com/models/claude-fable-5.md) | 1,132.61elo | CI 1,124.29–1,140.93 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1132.6076770933507 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1MFl8sgmdmfb8S sourceModelVersion claude-fable-5 weighted false ### Reported statistics Uncertainty Confidence interval: 1,124.29–1,140.93 confidenceIntervalLowerOffset 8.317836947772093 confidenceIntervalUpperOffset 8.317836947772093 totalMatches 38491.190477519835 wins 22175.410891336436 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label claude-fable-5 Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/15` |  |  |  |  |
| 10 | [Gemini 3.8 Flash](https://benchize.com/models/gemini-3-8-flash.md) | 1,081.94elo | CI 1,067.97–1,095.92 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1081.9448689266424 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1U5GNxRa1BnOvM sourceModelVersion gemini-3.8-flash weighted false ### Reported statistics Uncertainty Confidence interval: 1,067.97–1,095.92 confidenceIntervalLowerOffset 13.974713000856127 confidenceIntervalUpperOffset 13.974713000856127 totalMatches 13498.903874908177 wins 7499.696857743417 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label gemini-3.8-flash Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/19` |  |  |  |  |
| 11 | [Claude Opus 5](https://benchize.com/models/claude-opus-5.md) | 1,081.29elo | CI 1,070.75–1,091.83 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1081.2919971819406 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1SfXO7B9TVx3E2 sourceModelVersion claude-opus-5 weighted false ### Reported statistics Uncertainty Confidence interval: 1,070.75–1,091.83 confidenceIntervalLowerOffset 10.541720117890463 confidenceIntervalUpperOffset 10.54172011789069 totalMatches 23775.249938304034 wins 13756.25250767494 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label claude-opus-5 Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/20` |  |  |  |  |
| 12 | [Muse Spark 1.3](https://benchize.com/models/muse-spark-1-3.md) | 1,074.34elo | CI 1,060.62–1,088.06 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1074.3392659448914 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1U5GLtvnzDJIgG sourceModelVersion muse-spark-1.3 weighted false ### Reported statistics Uncertainty Confidence interval: 1,060.62–1,088.06 confidenceIntervalLowerOffset 13.723378213174556 confidenceIntervalUpperOffset 13.723378213174556 totalMatches 13717.911078329322 wins 7569.34127359332 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label muse-spark-1.3 Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/21` |  |  |  |  |
| 13 | [Gemini 3.1 Pro Preview](https://benchize.com/models/gemini-3-1-pro-preview.md) | 1,070.01elo | CI 1,062.07–1,077.96 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1070.014423597504 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1MFl49p61xwRyK sourceModelVersion gemini-3.1-pro-preview weighted false ### Reported statistics Uncertainty Confidence interval: 1,062.07–1,077.96 confidenceIntervalLowerOffset 7.94639237914248 confidenceIntervalUpperOffset 7.946392379142708 totalMatches 43684.65880576603 wins 26197.823814682764 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label gemini-3.1-pro-preview Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/22` |  |  |  |  |
| 14 | [GPT-6 Luna](https://benchize.com/models/gpt-6-luna.md) | 1,060.84elo | CI 1,045.92–1,075.77 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1060.8417428677965 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1VuaG6iJYihHJZ sourceModelVersion gpt-6-luna weighted false ### Reported statistics Uncertainty Confidence interval: 1,045.92–1,075.77 confidenceIntervalLowerOffset 14.924841790532355 confidenceIntervalUpperOffset 14.924841790532355 totalMatches 11424.37576202352 wins 6130.533151815302 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label gpt-6-luna Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/23` |  |  |  |  |
| 15 | [Grok 4.7](https://benchize.com/models/grok-4-7.md) | 1,054.81elo | CI 1,035.63–1,073.99 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1054.8075635976872 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1VoMvzV1yVIKJW sourceModelVersion grok-4.7 weighted false ### Reported statistics Uncertainty Confidence interval: 1,035.63–1,073.99 confidenceIntervalLowerOffset 19.180094607343563 confidenceIntervalUpperOffset 19.180094607343563 totalMatches 6990.229917414601 wins 3598.424717526972 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label grok-4.7 Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/25` |  |  |  |  |
| 16 | [Space Bunny Alpha](https://benchize.com/models/space-bunny-alpha.md) | 1,052.11elo | CI 1,036.75–1,067.47 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1052.1100375796032 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1W0b2Tvf9I5hb9 sourceModelVersion space-bunny-alpha weighted false ### Reported statistics Uncertainty Confidence interval: 1,036.75–1,067.47 confidenceIntervalLowerOffset 15.364325030911004 confidenceIntervalUpperOffset 15.364325030911232 totalMatches 10965.360664442214 wins 5818.46556078717 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label space-bunny-alpha Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/26` |  |  |  |  |
| 17 | [Gemini 3.7 Flash](https://benchize.com/models/gemini-3-7-flash.md) | 1,050.8elo | CI 1,039.99–1,061.6 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1050.7964567297377 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1SfXSEUZiGlkGa sourceModelVersion gemini-3.7-flash weighted false ### Reported statistics Uncertainty Confidence interval: 1,039.99–1,061.6 confidenceIntervalLowerOffset 10.802268479855911 confidenceIntervalUpperOffset 10.802268479855911 totalMatches 22902.221223296467 wins 12802.515795780335 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label gemini-3.7-flash Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/28` |  |  |  |  |
| 18 | [Muse Spark Open](https://benchize.com/models/muse-spark-open.md) | 1,042.3elo | CI 1,026–1,058.59 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1042.295914349206 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1YQHvUwA1WKcTD sourceModelVersion muse-spark-open weighted false ### Reported statistics Uncertainty Confidence interval: 1,026–1,058.59 confidenceIntervalLowerOffset 16.29530202454339 confidenceIntervalUpperOffset 16.29530202454339 totalMatches 9600.315766406316 wins 5029.219304971049 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label muse-spark-open Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/29` |  |  |  |  |
| 19 | [Recraft V4.1 Pro Vector](https://benchize.com/models/recraft-v4-1-pro-vector.md) | 1,013.09elo | CI 998.68–1,027.5 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1013.0875092379375 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1USVRxipeTnLie sourceModelVersion recraft-v4.1-pro-vector weighted false ### Reported statistics Uncertainty Confidence interval: 998.68–1,027.5 confidenceIntervalLowerOffset 14.410281629798646 confidenceIntervalUpperOffset 14.410281629798533 totalMatches 12534.412272514248 wins 6413.222178680324 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label recraft-v4.1-pro-vector Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/32` |  |  |  |  |
| 20 | [Gemini 3.5 Flash](https://benchize.com/models/gemini-3-5-flash.md) | 1,007.42elo | CI 999.38–1,015.46 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1007.416774904243 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1MFl7Da7c7ILnh sourceModelVersion gemini-3.5-flash weighted false ### Reported statistics Uncertainty Confidence interval: 999.38–1,015.46 confidenceIntervalLowerOffset 8.03971622207564 confidenceIntervalUpperOffset 8.039716222075754 totalMatches 41822.681069154234 wins 23367.157316269324 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label gemini-3.5-flash Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/36` |  |  |  |  |
| 21 | [Recraft V4.1 Vector](https://benchize.com/models/recraft-v4-1-vector.md) | 997.59elo | CI 980.82–1,014.37 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 997.5942447934153 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1USVQ0sk0HX57c sourceModelVersion recraft-v4.1-vector weighted false ### Reported statistics Uncertainty Confidence interval: 980.82–1,014.37 confidenceIntervalLowerOffset 16.77222515551466 confidenceIntervalUpperOffset 16.772225155514548 totalMatches 9506.515860073785 wins 4649.397456893897 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label recraft-v4.1-vector Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/38` |  |  |  |  |
| 22 | [Claude Opus 4.6](https://benchize.com/models/claude-opus-4-6.md) | 967.94elo | CI 960.14–975.74 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 967.9416865467141 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1MFkkvXc8LU68O sourceModelVersion claude-opus-4-6 weighted false ### Reported statistics Uncertainty Confidence interval: 960.14–975.74 confidenceIntervalLowerOffset 7.800262129257362 confidenceIntervalUpperOffset 7.800262129257362 totalMatches 42621.66804708885 wins 22914.67581581192 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label claude-opus-4-6 Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/42` |  |  |  |  |
| 23 | [Claude Opus 4.8](https://benchize.com/models/claude-opus-4-8.md) | 961.38elo | CI 953.58–969.17 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 961.3773335687373 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1MFktZvas05x17 sourceModelVersion claude-opus-4-8 weighted false ### Reported statistics Uncertainty Confidence interval: 953.58–969.17 confidenceIntervalLowerOffset 7.794477194319484 confidenceIntervalUpperOffset 7.794477194319597 totalMatches 42587.915016565436 wins 22722.29157944985 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label claude-opus-4-8 Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/44` |  |  |  |  |
| 24 | [Claude Opus 4.7](https://benchize.com/models/claude-opus-4-7.md) | 960.18elo | CI 950.84–969.52 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 960.1802031848139 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1MFkpiOxkRXc0p sourceModelVersion claude-opus-4-7 weighted false ### Reported statistics Uncertainty Confidence interval: 950.84–969.52 confidenceIntervalLowerOffset 9.343611791354988 confidenceIntervalUpperOffset 9.343611791354988 totalMatches 29091.407700664626 wins 14749.687529315737 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label claude-opus-4-7 Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/45` |  |  |  |  |
| 25 | [MiniMax M3](https://benchize.com/models/minimax-m3.md) | 926.64elo | CI 918.61–934.67 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 926.6376776967184 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1MFltlQRYSJKls sourceModelVersion minimax-m3 weighted false ### Reported statistics Uncertainty Confidence interval: 918.61–934.67 confidenceIntervalLowerOffset 8.027469897077822 confidenceIntervalUpperOffset 8.027469897077935 totalMatches 40252.964471045365 wins 20444.45835194186 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label minimax-m3 Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/46` |  |  |  |  |
| 26 | [Muse Spark 1.2](https://benchize.com/models/muse-spark-1-2.md) | 914.18elo | CI 902.93–925.42 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 914.1774626940947 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1SfXdIM0YCuNxN sourceModelVersion muse-spark-1.2 weighted false ### Reported statistics Uncertainty Confidence interval: 902.93–925.42 confidenceIntervalLowerOffset 11.243915311474893 confidenceIntervalUpperOffset 11.24391531147478 totalMatches 20549.135765862822 wins 9736.204869443702 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label muse-spark-1.2 Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/47` |  |  |  |  |
| 27 | [Claude Sonnet 4.6](https://benchize.com/models/claude-sonnet-4-6.md) | 913.17elo | CI 904.93–921.42 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 913.1744140628074 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1MFlFMfOmmSOCS sourceModelVersion claude-sonnet-4.6 weighted false ### Reported statistics Uncertainty Confidence interval: 904.93–921.42 confidenceIntervalLowerOffset 8.247853626336905 confidenceIntervalUpperOffset 8.247853626336905 totalMatches 37869.745892030085 wins 18784.340333755084 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label claude-sonnet-4.6 Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/48` |  |  |  |  |
| 28 | [MiMo-V2.5-Pro](https://benchize.com/models/mimo-v2-5-pro.md) | 904.92elo | CI 896.41–913.43 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 904.9215364035599 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1MFlplt4oURk2R sourceModelVersion mimo-v2.5-pro weighted false ### Reported statistics Uncertainty Confidence interval: 896.41–913.43 confidenceIntervalLowerOffset 8.508149502299602 confidenceIntervalUpperOffset 8.508149502299602 totalMatches 35651.29154885287 wins 17423.543934650304 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label mimo-v2.5-pro Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/49` |  |  |  |  |
| 29 | [DeepSeek V4.1 Flash](https://benchize.com/models/deepseek-v4-1-flash.md) | 885.29elo | CI 866.5–904.08 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 885.2906815519401 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1Ufa7GRhUiMfuj sourceModelVersion deepseek-v4.1-flash weighted false ### Reported statistics Uncertainty Confidence interval: 866.5–904.08 confidenceIntervalLowerOffset 18.788990384242993 confidenceIntervalUpperOffset 18.78899038424288 totalMatches 7449.2450149959 wins 3075.338300971105 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label deepseek-v4.1-flash Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/53` |  |  |  |  |
| 30 | [Claude Sonnet 5](https://benchize.com/models/claude-sonnet-5.md) | 844.13elo | CI 830.05–858.2 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 844.1257344061008 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1U5GREiZ6VzNob sourceModelVersion claude-sonnet-5 weighted false ### Reported statistics Uncertainty Confidence interval: 830.05–858.2 confidenceIntervalLowerOffset 14.074605614638585 confidenceIntervalUpperOffset 14.074605614638699 totalMatches 13072.889862773889 wins 5428.186789347008 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label claude-sonnet-5 Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/54` |  |  |  |  |
| 31 | [Grok 4.6](https://benchize.com/models/grok-4-6.md) | 819.22elo | CI 808.06–830.39 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 819.2235436250496 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1SfXZfBU6YOfT0 sourceModelVersion grok-4.6 weighted false ### Reported statistics Uncertainty Confidence interval: 808.06–830.39 confidenceIntervalLowerOffset 11.165458149235633 confidenceIntervalUpperOffset 11.165458149235633 totalMatches 21228.166161529363 wins 8902.493902361999 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label grok-4.6 Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/55` |  |  |  |  |
| 32 | [DeepSeek V4 Flash](https://benchize.com/models/deepseek-v4-flash.md) | 796.38elo | CI 788.31–804.46 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 796.3821235455364 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1MFlJRdB8cayLk sourceModelVersion deepseek-v4-flash weighted false ### Reported statistics Uncertainty Confidence interval: 788.31–804.46 confidenceIntervalLowerOffset 8.076534550411907 confidenceIntervalUpperOffset 8.076534550411907 totalMatches 40519.70308336141 wins 17477.310681950374 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label deepseek-v4-flash Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/56` |  |  |  |  |
| 33 | [Grok 4.20 Multi Agent](https://benchize.com/models/grok-4-20-multi-agent.md) | 781.39elo | CI 771.63–791.15 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 781.3893856923894 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1MFlbUFhJTV88K sourceModelVersion grok-4.20-multi-agent weighted false ### Reported statistics Uncertainty Confidence interval: 771.63–791.15 confidenceIntervalLowerOffset 9.764013054582506 confidenceIntervalUpperOffset 9.764013054582392 totalMatches 28018.64650743032 wins 11182.646597043173 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label grok-4.20-multi-agent Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/57` |  |  |  |  |
| 34 | [DeepSeek V4 Pro](https://benchize.com/models/deepseek-v4-pro.md) | 758.15elo | CI 748.08–768.21 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 758.1477366049747 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1MFlMvFnF7SJTw sourceModelVersion deepseek-v4-pro weighted false ### Reported statistics Uncertainty Confidence interval: 748.08–768.21 confidenceIntervalLowerOffset 10.06421537601284 confidenceIntervalUpperOffset 10.06421537601284 totalMatches 26815.936043033085 wins 10301.265691544846 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label deepseek-v4-pro Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/58` |  |  |  |  |
| 35 | [Ling 3.1 Flash](https://benchize.com/models/ling-3-1-flash.md) | 724.12elo | CI 707.63–740.62 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 724.1228810632684 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1WiuGeiZXt8pTn sourceModelVersion ling-3.1-flash weighted false ### Reported statistics Uncertainty Confidence interval: 707.63–740.62 confidenceIntervalLowerOffset 16.493033402594506 confidenceIntervalUpperOffset 16.49303340259462 totalMatches 10473.344481413893 wins 3590.5044741700585 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label ling-3.1-flash Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/60` |  |  |  |  |
| 36 | [Mistral Large 3](https://benchize.com/models/mistral-large-3.md) | 516.69elo | CI 505.34–528.05 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 516.6928936460613 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1MFm6FUSnthmKA sourceModelVersion mistral-large-3 weighted false ### Reported statistics Uncertainty Confidence interval: 505.34–528.05 confidenceIntervalLowerOffset 11.35632981437152 confidenceIntervalUpperOffset 11.35632981437152 totalMatches 25916.747683252666 wins 6693.028766296765 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label mistral-large-3 Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/66` |  |  |  |  |
| 37 | [Mistral Medium 3.5](https://benchize.com/models/mistral-medium-3-5.md) | 481.18elo | CI 471.15–491.21 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 481.1787434652564 \| elo \| overall \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion overall participantId par_1MFmBWcCBCPu35 sourceModelVersion mistral-medium-3.5 weighted false ### Reported statistics Uncertainty Confidence interval: 471.15–491.21 confidenceIntervalLowerOffset 10.029725739406103 confidenceIntervalUpperOffset 10.02972573940599 totalMatches 34300.94026830995 wins 8649.38684437193 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) Source rapidata Original model label mistral-medium-3.5 Source version v1 Observed 2026-10-21T16:37:39.078Z Evidence SHA-256 `4b73ff7e4ca0ecfd64f7888c2d64f3398a058c945c4644acd54eddb330e16d66` Source locator `/items/67` |  |  |  |  |

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Cite as: Rapidata SVG generation — Overall preference — Benchize, https://benchize.com/benchmarks/rapidata%3Asvg%3Aoverall (retrieved 2026-10-21)