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Comparison of Grok 4.6, Step-5-Preview, OpenAI: GPT-6 Luna
3 modelsxAIGrok 4.6Remove ×stepfun-aiStep-5-PreviewRemove ×openaiOpenAI: GPT-6 LunaRemove ×
What’s differentReasoning600B total and 27B active parameters; accepts images and video, with FP8 and BF16 weights for deployment.Can turn reasoning off for high-volume requests; Chat Completions tool calls require reasoning_effort=none.
DateOct 16, 2026DiscoveredSep 18, 2026ReleasedSep 22, 2026Released
Listed rateSee provider quotes$1.00 in / $2.70 out/ 1M tokensDeepInfra · all routes ↗$0.05 in / $0.25 out/ 1M tokensOpenAI · via OpenRouter · all routes ↗openai/flex · tier=flex · prompt ≤ 272000 tokens
Provider endpoints0 endpoints →7 endpoints →9 endpoints →
AA Intelligence ↗4.3.2Not reported43.73 ↗Effort not specifiedIndependent result38.12 ↗Effort: max · MaxIndependent result
AA-Briefcase ↗1.1Not reported1,424.32 ↗Effort not specifiedIndependent result1,334.83 ↗Effort: max · MaxIndependent result
GDPval-AA ↗2.1Not reported1,586.63 ↗Effort not specifiedIndependent result1,431.86 ↗Effort: max · MaxIndependent result
AutomationBench-AA ↗AA Index 4.3.2 collectionNot reported50.96% ↗Effort not specifiedIndependent result53.17% ↗Effort: max · MaxIndependent result
Terminal-Bench 4.0 · AA ↗Not reported33.33% ↗Effort not specifiedHarness unreportedIndependent result12.63% ↗Effort: max · MaxHarness unreportedIndependent result
SciCode ↗AA Index 4.3.2 collectionNot reported58.91% ↗AA · Under reviewEffort not specifiedIndependent result54.63% ↗AA · Under reviewEffort: max · MaxIndependent result
Humanity’s Last Exam ↗AA Index 4.3.2 collectionNot reported46.48% ↗Effort not specifiedIndependent result38.51% ↗Effort: max · MaxIndependent result
GDP.pdf ↗AA Index 4.3.2 collectionNot reported14.8% ↗Effort not specifiedIndependent result22.8% ↗Effort: max · MaxIndependent result
CritPt ↗AA Index 4.3.2 collectionNot reported20.86% ↗AA · Under reviewEffort not specifiedIndependent result19.43% ↗AA · Under reviewEffort: max · MaxIndependent result
AA-Omniscience ↗AA Index 4.3.2 collectionNot reported16.38 ↗Effort not specifiedIndependent result0.65 ↗Effort: max · MaxIndependent result
AA-LCR ↗1.1Not reported88.33% ↗Effort not specifiedIndependent result83.33% ↗Effort: max · MaxIndependent result
LiveBench ↗2.0 · 2026-10-14 (dataset 2026-09-02)74.64% ↗Effort: xhigh · single run · equal mean of 7 suitesIndependent result62.01% ↗Effort: max · single run · equal mean of 7 suitesIndependent result69.4% ↗Effort: max · single run · equal mean of 7 suitesIndependent result
LiveBench Design ↗2.0 · 2026-10-14 (dataset 2026-09-02)79.8% ↗Effort: xhigh · single runIndependent result76.9% ↗Effort: max · single runIndependent result82.5% ↗Effort: max · single runIndependent result
LiveBench Research ↗2.0 · 2026-10-14 (dataset 2026-09-02)84.5% ↗Effort: xhigh · single runIndependent result72.8% ↗Effort: max · single runIndependent result43.5% ↗Effort: max · single runIndependent result
LiveBench Browser Use ↗2.0 · 2026-10-14 (dataset 2026-09-02)64% ↗Effort: xhigh · single runIndependent result24% ↗Effort: max · single runIndependent result72% ↗Effort: max · single runIndependent result
LiveBench Coding ↗2.0 · 2026-10-14 (dataset 2026-09-02)89.1% ↗Effort: xhigh · single runIndependent result85.6% ↗Effort: max · single runIndependent result84.5% ↗Effort: max · single runIndependent result
LiveBench Agentic ↗2.0 · 2026-10-14 (dataset 2026-09-02)40.7% ↗Effort: xhigh · single runIndependent result27.5% ↗Effort: max · single runIndependent result48.1% ↗Effort: max · single runIndependent result
LiveBench Data Analysis ↗2.0 · 2026-10-14 (dataset 2026-09-02)73.9% ↗Effort: xhigh · single runIndependent result63.5% ↗Effort: max · single runIndependent result73.4% ↗Effort: max · single runIndependent result
LiveBench Reasoning ↗2.0 · 2026-10-14 (dataset 2026-09-02)90.5% ↗Effort: xhigh · single runIndependent result83.8% ↗Effort: max · single runIndependent result81.8% ↗Effort: max · single runIndependent result
Context window—1M1.1M
Max output—64K128K
Parameters———
Tool callingNot reportedSupportedSupported
Structured outputNot reportedSupportedSupported
Image inputNot reportedSupportedSupported
Video inputNot reportedSupportedNot reported
ReasoningSupportedSupportedSupported
Prompt cachingNot reportedSupportedSupported
Open weightsNot reportedSupportedNot reported

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