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

Best decision models for a 16GB graphics card

A leaderboard of the best decision models for a 16GB graphics card (with 32GB of system RAM). The best one that runs on it right now is Perplexity Decider Flash v1.2 (4B), followed by vLLM-SR d3-flash (9B) and Jebadiah 27B v2.1 (Ollaya Q4_K_M). 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.

45 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.

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Run curl "whatmodel.sh/decision?ram=32&gpu=card&vram=16&max=any"to get this list in your terminal (add &format=json for agents).

Score vs release date

Release dates available for 19 of 45 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
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~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 (slow)~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 (slow)~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 Cloudflare58±1api $0.038/M input tokens +local~25GBdevelopers.cloudflare.com ↗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 (slow)~21GBhow to run › Decision Index 0.4.1Ollaya · original runsBenchmark Heaven (own decision evaluations)
143Jebadiah 9B v2.1 (T1e) · bf16-t1e frontier-infra57±1local (slow)~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 (slow)~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 (slow)~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

+ 312 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

45 models · 238 benchmarks · updated