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Comparison of NVIDIA: Switchyard, Reflection: Beam 1.0 501B A23B, OpenAI: GPT-6 Luna
3 modelsnvidiaNVIDIA: SwitchyardRemove ×reflectionReflection: Beam 1.0 501B A23BRemove ×openaiOpenAI: GPT-6 LunaRemove ×
What’s differentSwitchyard is an open-source model router that switches between multiple models to optimize the cost of requests. By default it will use OpenRouter market data to select the most popular...Apache-2.0 text model with 501B total and 23B active parameters; ships BF16, FP8 and NVFP4 weights.Can turn reasoning off for high-volume requests; Chat Completions tool calls require reasoning_effort=none.
DateSep 21, 2026ListedOct 16, 2026ReleasedSep 22, 2026Released
Listed rateSee provider quotes$0.25 in / $1.00 out/ 1M tokensNebius · via OpenRouter · all routes ↗nebius/fp8 · quantization=fp8$0.05 in / $0.25 out/ 1M tokensOpenAI · via OpenRouter · all routes ↗openai/flex · tier=flex · prompt ≤ 272000 tokens
Provider endpoints1 endpoint →6 endpoints →9 endpoints →
AA Intelligence ↗4.3.2Not reported30.33 ↗Effort not specifiedIndependent result38.12 ↗Effort: max · MaxIndependent result
AA-Briefcase ↗1.1Not reported976.2 ↗Effort not specifiedIndependent result1,334.66 ↗Effort: max · MaxIndependent result
GDPval-AA ↗2.1Not reported1,177.08 ↗Effort not specifiedIndependent result1,431.02 ↗Effort: max · MaxIndependent result
AutomationBench-AA ↗AA Index 4.3.2 collectionNot reported48.46% ↗Effort not specifiedIndependent result53.17% ↗Effort: max · MaxIndependent result
Terminal-Bench 4.0 · AA ↗Not reported3.03% ↗Effort not specifiedHarness unreportedIndependent result12.63% ↗Effort: max · MaxHarness unreportedIndependent result
SciCode ↗AA Index 4.3.2 collectionNot reported48.5% ↗AA · Under reviewEffort not specifiedIndependent result54.63% ↗AA · Under reviewEffort: max · MaxIndependent result
Humanity’s Last Exam ↗AA Index 4.3.2 collectionNot reported34.66% ↗Effort not specifiedIndependent result38.51% ↗Effort: max · MaxIndependent result
GDP.pdf ↗AA Index 4.3.2 collectionNot reported11.6% ↗Effort not specifiedIndependent result22.8% ↗Effort: max · MaxIndependent result
CritPt ↗AA Index 4.3.2 collectionNot reported13.14% ↗AA · Under reviewEffort not specifiedIndependent result19.43% ↗AA · Under reviewEffort: max · MaxIndependent result
AA-Omniscience ↗AA Index 4.3.2 collectionNot reported1.5 ↗Effort not specifiedIndependent result0.65 ↗Effort: max · MaxIndependent result
AA-LCR ↗1.1Not reported78% ↗Effort not specifiedIndependent result83.33% ↗Effort: max · MaxIndependent result
LiveBench ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported55.5% ↗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)Not reported67.9% ↗Effort: max · single runIndependent result82.5% ↗Effort: max · single runIndependent result
LiveBench Research ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported72.8% ↗Effort: max · single runIndependent result43.5% ↗Effort: max · single runIndependent result
LiveBench Browser Use ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported0% ↗Effort: max · single runIndependent result72% ↗Effort: max · single runIndependent result
LiveBench Coding ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported83.9% ↗Effort: max · single runIndependent result84.5% ↗Effort: max · single runIndependent result
LiveBench Agentic ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported17.3% ↗Effort: max · single runIndependent result48.1% ↗Effort: max · single runIndependent result
LiveBench Data Analysis ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported66.4% ↗Effort: max · single runIndependent result73.4% ↗Effort: max · single runIndependent result
LiveBench Reasoning ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported80.2% ↗Effort: max · single runIndependent result81.8% ↗Effort: max · single runIndependent result
Context window1M1M1.1M
Max output—943.7K128K
Parameters—501B—
Tool callingNot reportedSupportedSupported
Structured outputNot reportedSupportedSupported
Image inputNot reportedNot reportedSupported
ReasoningNot reportedSupportedSupported
Prompt cachingNot reportedSupportedSupported
Open weightsNot reportedSupportedNot reported

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