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Comparison of GPT-5.6 Sol, Step-5-Preview, Reflection: Beam 1.0 501B A23B
3 modelsOpenAIGPT-5.6 SolRemove ×stepfun-aiStep-5-PreviewRemove ×reflectionReflection: Beam 1.0 501B A23BRemove ×
What’s differentReasoning600B total and 27B active parameters; accepts images and video, with FP8 and BF16 weights for deployment.Apache-2.0 text model with 501B total and 23B active parameters; ships BF16, FP8 and NVFP4 weights.
DateOct 16, 2026DiscoveredSep 18, 2026ReleasedOct 16, 2026Released
Listed rateSee provider quotes$1.00 in / $2.70 out/ 1M tokensDeepInfra · all routes ↗$0.25 in / $1.00 out/ 1M tokensNebius · via OpenRouter · all routes ↗nebius/fp8 · quantization=fp8
Provider endpoints0 endpoints →6 endpoints →6 endpoints →
AA Intelligence ↗4.3.2Not reported43.73 ↗Effort not specifiedIndependent result30.33 ↗Effort not specifiedIndependent result
AA-Briefcase ↗1.1Not reported1,424.32 ↗Effort not specifiedIndependent result976.2 ↗Effort not specifiedIndependent result
GDPval-AA ↗2.1Not reported1,586.63 ↗Effort not specifiedIndependent result1,177.08 ↗Effort not specifiedIndependent result
AutomationBench-AA ↗AA Index 4.3.2 collectionNot reported50.96% ↗Effort not specifiedIndependent result48.46% ↗Effort not specifiedIndependent result
Terminal-Bench 4.0 · AA ↗Not reported33.33% ↗Effort not specifiedHarness unreportedIndependent result3.03% ↗Effort not specifiedHarness unreportedIndependent result
SciCode ↗AA Index 4.3.2 collectionNot reported58.91% ↗AA · Under reviewEffort not specifiedIndependent result48.5% ↗AA · Under reviewEffort not specifiedIndependent result
Humanity’s Last Exam ↗AA Index 4.3.2 collectionNot reported46.48% ↗Effort not specifiedIndependent result34.66% ↗Effort not specifiedIndependent result
GDP.pdf ↗AA Index 4.3.2 collectionNot reported14.8% ↗Effort not specifiedIndependent result11.6% ↗Effort not specifiedIndependent result
CritPt ↗AA Index 4.3.2 collectionNot reported20.86% ↗AA · Under reviewEffort not specifiedIndependent result13.14% ↗AA · Under reviewEffort not specifiedIndependent result
AA-Omniscience ↗AA Index 4.3.2 collectionNot reported16.38 ↗Effort not specifiedIndependent result1.5 ↗Effort not specifiedIndependent result
AA-LCR ↗1.1Not reported88.33% ↗Effort not specifiedIndependent result78% ↗Effort not specifiedIndependent result
LiveBench ↗2.0 · 2026-10-14 (dataset 2026-09-02)76.26% ↗Effort: max · single run · equal mean of 7 suitesIndependent result62.01% ↗Effort: max · single run · equal mean of 7 suitesIndependent result55.5% ↗Effort: max · single run · equal mean of 7 suitesIndependent result
LiveBench Design ↗2.0 · 2026-10-14 (dataset 2026-09-02)81.6% ↗Effort: max · single runIndependent result76.9% ↗Effort: max · single runIndependent result67.9% ↗Effort: max · single runIndependent result
LiveBench Research ↗2.0 · 2026-10-14 (dataset 2026-09-02)54.5% ↗Effort: max · single runIndependent result72.8% ↗Effort: max · single runIndependent result72.8% ↗Effort: max · single runIndependent result
LiveBench Browser Use ↗2.0 · 2026-10-14 (dataset 2026-09-02)88% ↗Effort: max · single runIndependent result24% ↗Effort: max · single runIndependent result0% ↗Effort: max · single runIndependent result
LiveBench Coding ↗2.0 · 2026-10-14 (dataset 2026-09-02)89.7% ↗Effort: max · single runIndependent result85.6% ↗Effort: max · single runIndependent result83.9% ↗Effort: max · single runIndependent result
LiveBench Agentic ↗2.0 · 2026-10-14 (dataset 2026-09-02)48.5% ↗Effort: max · single runIndependent result27.5% ↗Effort: max · single runIndependent result17.3% ↗Effort: max · single runIndependent result
LiveBench Data Analysis ↗2.0 · 2026-10-14 (dataset 2026-09-02)79.8% ↗Effort: max · single runIndependent result63.5% ↗Effort: max · single runIndependent result66.4% ↗Effort: max · single runIndependent result
LiveBench Reasoning ↗2.0 · 2026-10-14 (dataset 2026-09-02)91.7% ↗Effort: max · single runIndependent result83.8% ↗Effort: max · single runIndependent result80.2% ↗Effort: max · single runIndependent result
Context window—1M1M
Max output—64K943.7K
Parameters——501B
Tool callingNot reportedSupportedSupported
Structured outputNot reportedSupportedSupported
Image inputNot reportedSupportedNot reported
Video inputNot reportedSupportedNot reported
ReasoningSupportedSupportedSupported
Prompt cachingNot reportedSupportedSupported
Open weightsNot reportedSupportedSupported

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