# Grok 4.6

> Source: Benchize (https://benchize.com) — https://benchize.com/models/grok-4-6. When citing or reusing this content, credit "Benchize" and link to https://benchize.com/models/grok-4-6.

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Canonical URL: https://benchize.com/models/grok-4-6
Last updated: Thu, 22 Oct 2026 06:20:09 GMT

Reproduction and quotation must name Benchize, link to the canonical HTML URL, and retain individual source citations.

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## Benchmarks

| Benchmark | Score | ± | Rank | Cost | Source |  |
| --- | --- | --- | --- | --- | --- | --- |
| [Rapidata SVG generation — Alignment](https://benchize.com/benchmarks/rapidata%3Asvg%3Arlb_1MFkk9yZHssERh.md) | 732.09elo | CI 711.88–752.3 | 34 / 37 | — | [rapidata · v1](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkk9yZHssERh) |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 732.0889047937703 \| elo \| rlb_1MFkk9yZHssERh \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkk9yZHssERh participantId par_1SfXZfBU6YOfT0 sourceModelVersion grok-4.6 weighted false ### Reported statistics Uncertainty Confidence interval: 711.88–752.3 confidenceIntervalLowerOffset 20.209364403909376 confidenceIntervalUpperOffset 20.20936440390949 totalMatches 7032 wins 2708 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkk9yZHssERh) Source rapidata Original model label grok-4.6 Source version v1 Observed 2026-10-21T16:37:40.342Z Evidence SHA-256 `2f5c8d08728735790b500d930d71b66f04253f1209f7c1c3da0db0846c163fcf` Source locator `/items/59` |  |  |  |  |  |  |
| [Vending-Bench 2](https://benchize.com/benchmarks/vendingbench%3Av2.md) | — | — | — | $9,047.03 | [vendingbench](https://andonlabs.com/_app/immutable/chunks/Cjn0_qj9.js) |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `final_balance` \| 9047.032500000001 \| USD \| one_simulated_year \| Higher is better \| \| `geometric_mean_balance` \| 8693.095282222388 \| USD \| positive_final_balances \| Higher is better \| ### Configuration Reasoning effort unknown Model configuration Grok 4.6 thinkingEnabled Not reported ### Reported statistics confidenceHalfWidth95 3143.757181031412 positiveBalanceRuns 4 runCount 4 standardDeviation 3207.9154908483797 standardError 1603.9577454241899 ### Source [Original source](https://andonlabs.com/_app/immutable/chunks/Cjn0_qj9.js) Source vendingbench Original model label Grok 4.6 Observed 2026-10-21T16:36:40.592Z Evidence SHA-256 `1a0b043147050298c405bcb743d73e425d532464202231cd18c27f836fa5f223` Source locator `/rows/51` |  |  |  |  |  |  |
| [FrontierSWE v2 abs](https://benchize.com/benchmarks/frontierswe%3Av2%3Aabs.md) | 25.29source score | — | 13 / 21 | — | [frontierswe](https://www.frontierswe.com/) |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `overall` \| 25.286195882352946 \| source_score \| mean \| Higher is better \| \| `overall_best` \| 37.290673529411755 \| source_score \| best \| Higher is better \| \| `overall_worst` \| 12.863511764705882 \| source_score \| worst \| Higher is better \| \| `implementation` \| 24.567055714285715 \| source_score \| mean \| Higher is better \| \| `performance` \| 16.381613333333334 \| source_score \| mean \| Higher is better \| \| `research` \| 25.20920095238096 \| source_score \| mean \| Higher is better \| ### Configuration aggregation mean harness proximus normalization abs Reasoning effort unknown ### Source [Original source](https://www.frontierswe.com/) Source frontierswe Original model label Grok 4.6 Observed 2026-10-22T05:50:06.022Z Evidence SHA-256 `818e027068cf61ff1aadd8281b6e49e9c6795221015210601b5e34d0d223e5b5` Source locator `/rows/12` |  |  |  |  |  |  |
| [Rapidata SVG generation — Coherence](https://benchize.com/benchmarks/rapidata%3Asvg%3Arlb_1MFkkBzpuU8fTG.md) | 1,036.18elo | CI 1,017.28–1,055.08 | 14 / 37 | — | [rapidata · v1](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1036.1804111331016 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1SfXZfBU6YOfT0 sourceModelVersion grok-4.6 weighted false ### Reported statistics Uncertainty Confidence interval: 1,017.28–1,055.08 confidenceIntervalLowerOffset 18.897234872966465 confidenceIntervalUpperOffset 18.897234872966465 totalMatches 7098 wins 3746.5 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label grok-4.6 Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/28` |  |  |  |  |  |  |
| [OpenVibeEval Accessibility](https://benchize.com/benchmarks/openvibeeval%3Aaccessibility.md) | 73 | — | 19 / 32 | — | [openvibeeval](https://openvibeeval.com/leaderboard/) |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `adjusted_score` \| 73 \| score \| sample_size_adjusted_accessibility \| Higher is better \| ### Configuration Reasoning effort unknown Model configuration Grok 4.6 thinkingEnabled Not reported ### Reported statistics runCount 9 ### Source [Original source](https://openvibeeval.com/leaderboard/) Source openvibeeval Original model label Grok 4.6 Evaluated 2026-08-26 Observed 2026-10-22T06:20:03.682Z Evidence SHA-256 `f8bf65237be5f5dea4402ec650c39e0d49a8287f174d52a7c3e1bb7ede7b5530` Source locator `/rows/10` |  |  |  |  |  |  |
| [Rapidata SVG generation — Overall preference](https://benchize.com/benchmarks/rapidata%3Asvg%3Aoverall.md) | 819.22elo | CI 808.06–830.39 | 31 / 37 | — | [rapidata · v1](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query) |  |
| ### 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` |  |  |  |  |  |  |
| [Rapidata SVG generation — Preference](https://benchize.com/benchmarks/rapidata%3Asvg%3Arlb_1MFkkEMFnCNyKl.md) | 646.86elo | CI 626.39–667.32 | 35 / 37 | — | [rapidata · v1](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkEMFnCNyKl) |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 646.8573512979482 \| elo \| rlb_1MFkkEMFnCNyKl \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkEMFnCNyKl participantId par_1SfXZfBU6YOfT0 sourceModelVersion grok-4.6 weighted false ### Reported statistics Uncertainty Confidence interval: 626.39–667.32 confidenceIntervalLowerOffset 20.46363825131516 confidenceIntervalUpperOffset 20.46363825131516 totalMatches 7098 wins 2452 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkEMFnCNyKl) Source rapidata Original model label grok-4.6 Source version v1 Observed 2026-10-21T16:37:40.980Z Evidence SHA-256 `b70f07a4924c82499996aba613ca8ec2d0aee9ec9ebd404e45c8bf250206cf40` Source locator `/items/60` |  |  |  |  |  |  |

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Cite as: Grok 4.6 — Benchize, https://benchize.com/models/grok-4-6 (retrieved 2026-10-22)