whatmodel.sh · find the best decision models you can run

Best decision models for a 64GB graphics card

A leaderboard of the best decision models for a 64GB graphics card (with 32GB of system RAM). The best one that runs on it right now is Jebadiah 27B v2.1 (T1e), followed by Perplexity Decider Flash v1.2 (4B) and vLLM-SR d3-flash (9B). Models are ranked by one score that combines 238 published benchmarks. Models that run on it show the download that fits and the command to run it.

46 models · 238 benchmarks · updated

Compare tested decision models and inference recipes across text, vision and workflow tasks. Use task filters and raw results: probability consistency measures coherence, not correctness.

Filter by your hardware and budget → ~64GB fast · reset
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gpu[apple silicon][graphics card][unified memory][none]
vram[4][8][12][16][24][32][48][64][80][96][128]
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price[local][$0.05][$0.1][any]max per M input tokens
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Run curl "whatmodel.sh/decision?ram=32&gpu=card&vram=64&max=any"to get this list in your terminal (add &format=json for agents).

Score vs release date

Release dates available for 20 of 46 models. Undated models are omitted; month-only dates are plotted at the start of the month.

#modelscore↓where↓RAM↓speed↓get itsources
#modelscore↓where↓RAM↓speed↓get itsources
10Perplexity Decider v1.1 (27B) Perplexity72±1api price unknownopenrouter.ai ↗DecisionPivot · StartLux LabsLeanMCP · JevBenchDecision Models as Judges for Hallucination DetectionFreyer et al. · MedQACitead GEO Citation Benchmark (October 2026)
21d1-ultra Liquid AI69±2api price unknownopenrouter.ai ↗System One Bench (Ali Alhashimi)Etsabary · decision benchmarksCommit or Abstain? System One Decision Models, LLMs, and Missing Legal AuthorityDo We Need an LLM to Know Why Sources Conflict? Decision Models for Knowledge-Conflict Typing in RAG
32d1.1 (hosted) Liquid AI68±2api price unknownopenrouter.ai ↗System One Bench (Ali Alhashimi)Etsabary · decision benchmarks
49Jev 1.13 TypeSafe66±1api $0.042/M input tokensdocs.typesafe.ai ↗DecisionPivot · StartLux LabsDecision Index 0.4.1LeanMCP · JevBenchHanno Labs DecisionBench v1 reviewed resultsSystem One Bench (Ali Alhashimi)Etsabary · decision benchmarks+11
50Span-02 (Gemma 4 26B-A4B) Respan66±1api price unknownopenrouter.ai ↗Decision Index 0.4.1System One Bench (Ali Alhashimi)Etsabary · decision benchmarksDecision Index Vision 0.4
56Mercury Decide (paid endpoint) Inception65±1api price unknownopenrouter.ai ↗LeanMCP · JevBenchEtsabary · decision benchmarksFreyer et al. · MedQAPerch benchmark results
57Jebadiah 27B v2.1 (T1e) · bf16-t1e frontier-infra65±1local (slow)~69GBhow to run › Decision Index 0.4.1
61d1 (hosted) Liquid AI65±1api price unknownopenrouter.ai ↗LeanMCP · JevBenchEtsabary · decision benchmarksSystem One Bench (Ali Alhashimi)Decision Models as Judges for Hallucination DetectionDo We Need an LLM to Know Why Sources Conflict? Decision Models for Knowledge-Conflict Typing in RAGFreyer et al. · MedQA+1
63Jev 1.14 TypeSafe64±1api $0.042/M input tokensdocs.typesafe.ai ↗System One Bench (Ali Alhashimi)Etsabary · decision benchmarksJevalKit (Valen Team)Decision Index 0.4.1Commit or Abstain? System One Decision Models, LLMs, and Missing Legal AuthorityDo We Need an LLM to Know Why Sources Conflict? Decision Models for Knowledge-Conflict Typing in RAG+1
74Clef Cloudflare63±1api $0.24/M input tokens +local~68GBdevelopers.cloudflare.com ↗DecisionPivot · StartLux LabsDecision Index 0.4.1LeanMCP · JevBenchSystem One Bench (Ali Alhashimi)Etsabary · decision benchmarksDecision Models as Judges for Hallucination Detection+4
76Microsoft-Decision-1 Microsoft63±1api price unknownopenrouter.ai ↗LeanMCP · JevBenchSystem One Bench (Ali Alhashimi)Etsabary · decision benchmarksDo We Need an LLM to Know Why Sources Conflict? Decision Models for Knowledge-Conflict Typing in RAGFreyer et al. · MedQAPerch benchmark results
77Mercury Decide (free endpoint) Inception63±2api price unknownopenrouter.ai ↗System One Bench (Ali Alhashimi)Benchmark Heaven (own decision evaluations)
90Perplexity Decider Flash v1.2 (4B) · ollaya-f32 Perplexity62±1local~10GBhow to run › Decision Index 0.4.1System One Bench (Ali Alhashimi)Etsabary · decision benchmarksOllaya · original runsDecision Index Vision 0.4Do We Need an LLM to Know Why Sources Conflict? Decision Models for Knowledge-Conflict Typing in RAG
94GPT-6 Luna Decisions OpenAI62±1api price unknownopenrouter.ai ↗LeanMCP · JevBenchSystem One Bench (Ali Alhashimi)Etsabary · decision benchmarksDecision Models as Judges for Hallucination DetectionDecideBench (Cho Yin Yong)DecisionModelHub · support benchmarks+4
103vLLM-SR d3-flash (9B) · ollaya-f32 vLLM Semantic Router61±1local~18GBhow to run › Decision Index 0.4.1Ollaya · original runsDecision Index Vision 0.4
121Clef-omni Cloudflare59±1api $0.15/M input tokens~87GBdevelopers.cloudflare.com ↗Decision Index 0.4.1LeanMCP · JevBenchSystem One Bench (Ali Alhashimi)Etsabary · decision benchmarksDecision Index Vision 0.4Freyer et al. · MedQA
125Jebadiah 27B v2.1 (Ollaya Q4_K_M) · q4_k_m-ollaya frontier-infra59±4local~16GBhow to run › Ollaya · original runs
126vLLM-SR d3-mini (4B) · ollaya-f32 vLLM Semantic Router58±1local~11GBhow to run › Decision Index 0.4.1Ollaya · original runsDecision Index Vision 0.4
131Winnow-12B (DecisionBench b6ac22b0) · ollaya-q8-0 EldanRing58±2local~16GBhow to run › Hanno Labs DecisionBench v1 reviewed resultsOllaya · original runs
134Clef-flash · bf16 Cloudflare58±1local~25GBhow to run › DecisionPivot · StartLux LabsDecision Index 0.4.1LeanMCP · JevBenchSystem One Bench (Ali Alhashimi)Etsabary · decision benchmarksDecideBench (Cho Yin Yong)+6
135Bespoke Nimble 9B v3 · ollaya-f32 Bespoke Labs58±1local~21GBhow to run › Decision Index 0.4.1Ollaya · original runsBenchmark Heaven (own decision evaluations)
143Jebadiah 9B v2.1 (T1e) · bf16-t1e frontier-infra57±1local~25GBhow to run › Decision Index 0.4.1
146Solar Decide Upstage57±1api price unknownopenrouter.ai ↗LeanMCP · JevBenchSystem One Bench (Ali Alhashimi)Freyer et al. · MedQA
160Jebadiah 9B v2.1 (Ollaya Q8_0) · q8_0-ollaya frontier-infra55±3local~9.1GBhow to run › Ollaya · original runs
176vLLM-SR Decision 2.0 Lux 9B · ollaya-f32 vLLM Semantic Router54±1local~20GBhow to run › Decision Index 0.4.1Ollaya · original runs
190baselabs joey-1 (2B) baselabs52±1api price unknownopenrouter.ai ↗Decision Index 0.4.1Etsabary · decision benchmarksSystem One Bench (Ali Alhashimi)
192Jebadiah 4B v2 (Ollaya Q8_0) · q8_0-ollaya frontier-infra52±3local~5.5GBhow to run › Ollaya · original runs
200vLLM-SR Decision 2.0 Nox 4B · ollaya-f32 vLLM Semantic Router51±1local~12GBhow to run › Decision Index 0.4.1Ollaya · original runs
201Decider 4B · ollaya-f32 Mapika51±1local~11GBhow to run › Decision Index 0.4.1Ollaya · original runsCitead GEO Citation Benchmark (October 2026)
205Bespoke Nimble 9B v2 · ollaya-f32 Bespoke Labs50±1local~20GBhow to run › Decision Index 0.4.1Ollaya · original runs
207Span-01 Pro Respan50±9api price unknownwww.respan.ai ↗Perch benchmark results
216vLLM-SR d3-nano (2B) · ollaya-f32 vLLM Semantic Router49±1local~8.2GBhow to run › Decision Index 0.4.1System One Bench (Ali Alhashimi)Ollaya · original runsDecision Index Vision 0.4
219Kev 4B r10 · ollaya-f32 Jared Palmer49±1local~11GBhow to run › Decision Index 0.4.1System One Bench (Ali Alhashimi)Ollaya · original runsJevalKit (Valen Team)
223Solar Decide Flash Upstage48±1api price unknownopenrouter.ai ↗LeanMCP · JevBenchSystem One Bench (Ali Alhashimi)Etsabary · decision benchmarksFreyer et al. · MedQA
247GLiClass v4 edge (0.4B) · ollaya-f32 Knowledgator Engineering45±1local~2.7GBhow to run › Decision Index 0.4.1Ollaya · original runs
254vLLM-SR d3-lite (0.8B) · ollaya-f32 vLLM Semantic Router42±1local~4.5GBhow to run › Decision Index 0.4.1System One Bench (Ali Alhashimi)Ollaya · original runsDecision Index Vision 0.4
263Decision-1.0-Eos-0.8B (DecisionBench 3c2d6326) · ollaya-f32 llm-semantic-router41±1local~5.8GBhow to run › Hanno Labs DecisionBench v1 reviewed resultsOllaya · original runs
272vLLM-SR Decision 2.0 Sol 2B · ollaya-f32 vLLM Semantic Router38±1local~11GBhow to run › Decision Index 0.4.1Ollaya · original runs
283Strands Decider 2B (Hobson v21) · bf16 Amazon Web Services36±1local~6.6GBhow to run › Decision Index 0.4.1
294vLLM-SR d3-edge (0.6B) · ollaya-f32 vLLM Semantic Router33±1local~2.6GBhow to run › Decision Index 0.4.1System One Bench (Ali Alhashimi)Ollaya · original runsDecision Index Vision 0.4
304vLLM-SR Decision 2.0 Eos 0.8B · ollaya-f32 vLLM Semantic Router31±1local~5.8GBhow to run › Decision Index 0.4.1Ollaya · original runs
308Kev 0.8B r15 · ollaya-f32 Jared Palmer30±1local~4.6GBhow to run › Decision Index 0.4.1System One Bench (Ali Alhashimi)Ollaya · original runs
314LiquidAI d1-omni-600M · ollaya-f32 Liquid AI30±1local~2.7GBhow to run › Decision Index 0.4.1System One Bench (Ali Alhashimi)Ollaya · original runsBenchmark Heaven (own decision evaluations)
317vLLM-SR Decision 2.0 Kai 0.6B · ollaya-f32 vLLM Semantic Router29±1local~3.7GBhow to run › Decision Index 0.4.1Ollaya · original runs
331laya (DecisionBench 1c5edc17) · ollaya-f16 ConvAI Innovations25±1local~1.7GBhow to run › Hanno Labs DecisionBench v1 reviewed resultsOllaya · original runs
343CLM-v0.1-8B Qwen3-8B heads · ollaya-f32 Contrastive-LM20±1local~15GBhow to run › Decision Index 0.4.1DecideBench (Cho Yin Yong)Ollaya · original runsAgentDecisionBenchPerch benchmark results

+ 311 more don't fit your machine or budget · show them

357 of 357 catalogue models listed here · sources and licences

* new or thinly tested: ranked on too few benchmark results · † no independently run results verified · ~RAM is estimated; full context may need more memory

46 models · 238 benchmarks · updated