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

Best Decision models for tools & automation for a 64GB graphics card

A leaderboard of the best Decision models for tools & automation for a 64GB graphics card (with 32GB of system RAM). The best one that runs on it right now is Clef-flash, followed by Bespoke Nimble 9B v3 and Jebadiah 27B v2.1 (T1e). Published typed-decision evaluations, with evaluator-specific protocols and tested settings retained. Each task score uses only its reviewed benchmarks. Models that run on it show the download that fits and the command to run it.

29 models · 9 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
ram[2][4][8][16][24][32][48][64][96][128][192][256]
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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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task[all tasks][tools & automation][retrieval & classification][language understanding][arts & human taste][knowledge & reasoning][vision][workflows][consistency]

Scores use reviewed tools & automation evaluations only. Compare scores within this task. Models without task measurements are excluded.

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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 11 of 29 models. Undated models are omitted; month-only dates are plotted at the start of the month.

#modeltask score↓where↓RAM↓speed↓get itsources
#modeltask score↓where↓RAM↓speed↓get itsources
1Clef-flash · bf16 Cloudflare70±2local~25GBhow to run › Decision Index 0.4.1AgentDecisionBenchDecideBench (Cho Yin Yong)
2Clef-omni Cloudflare70±2api $0.15/M input tokens~87GBdevelopers.cloudflare.com ↗Decision Index 0.4.1
3Clef Cloudflare69±1api $0.24/M input tokens +local~68GBdevelopers.cloudflare.com ↗Decision Index 0.4.1DecideBench (Cho Yin Yong)
39baselabs joey-1 (2B) baselabs64±1†api price unknownopenrouter.ai ↗Decision Index 0.4.1
45Bespoke Nimble 9B v3 · ollaya-f32 Bespoke Labs63±1†local~21GBhow to run › Decision Index 0.4.1
62Jebadiah 27B v2.1 (T1e) · bf16-t1e frontier-infra62±1†local (slow)~69GBhow to run › Decision Index 0.4.1
86Span-02 (Gemma 4 26B-A4B) Respan59±1†api price unknownopenrouter.ai ↗Decision Index 0.4.1
89GPT-6 Luna Decisions OpenAI59±8*api price unknownopenrouter.ai ↗DecideBench (Cho Yin Yong)
91vLLM-SR d3-flash (9B) · ollaya-f32 vLLM Semantic Router59±1†local~18GBhow to run › Decision Index 0.4.1
103Jev 1.13 TypeSafe58±1api $0.042/M input tokensdocs.typesafe.ai ↗Decision Index 0.4.1AgentDecisionBenchDecideBench (Cho Yin Yong)
104Perplexity Decider Flash v1.2 (4B) · ollaya-f32 Perplexity57±1†local~10GBhow to run › Decision Index 0.4.1
110vLLM-SR d3-mini (4B) · ollaya-f32 vLLM Semantic Router57±1†local~11GBhow to run › Decision Index 0.4.1
128Jebadiah 9B v2.1 (T1e) · bf16-t1e frontier-infra54±1†local~25GBhow to run › Decision Index 0.4.1
133vLLM-SR Decision 2.0 Lux 9B · ollaya-f32 vLLM Semantic Router53±1†local~20GBhow to run › Decision Index 0.4.1
141Kev 4B r10 · ollaya-f32 Jared Palmer51±1†local~11GBhow to run › Decision Index 0.4.1
156vLLM-SR d3-nano (2B) · ollaya-f32 vLLM Semantic Router50±1†local~8.2GBhow to run › Decision Index 0.4.1
164Bespoke Nimble 9B v2 · ollaya-f32 Bespoke Labs49±1†local~20GBhow to run › Decision Index 0.4.1
170vLLM-SR Decision 2.0 Nox 4B · ollaya-f32 vLLM Semantic Router48±1†local~12GBhow to run › Decision Index 0.4.1
173GLiClass v4 edge (0.4B) · ollaya-f32 Knowledgator Engineering47±1†local~2.7GBhow to run › Decision Index 0.4.1
183Decider 4B · ollaya-f32 Mapika44±1†local~11GBhow to run › Decision Index 0.4.1
188vLLM-SR d3-lite (0.8B) · ollaya-f32 vLLM Semantic Router42±1†local~4.5GBhow to run › Decision Index 0.4.1
200vLLM-SR Decision 2.0 Sol 2B · ollaya-f32 vLLM Semantic Router39±1†local~11GBhow to run › Decision Index 0.4.1
202Strands Decider 2B (Hobson v21) · bf16 Amazon Web Services38±1local~6.6GBhow to run › Decision Index 0.4.1
214vLLM-SR d3-edge (0.6B) · ollaya-f32 vLLM Semantic Router33±0†local~2.6GBhow to run › Decision Index 0.4.1
216Kev 0.8B r15 · ollaya-f32 Jared Palmer31±0†local~4.6GBhow to run › Decision Index 0.4.1
225vLLM-SR Decision 2.0 Eos 0.8B · ollaya-f32 vLLM Semantic Router25±0†local~5.8GBhow to run › Decision Index 0.4.1
228LiquidAI d1-omni-600M · ollaya-f32 Liquid AI20±0†local~2.7GBhow to run › Decision Index 0.4.1
233vLLM-SR Decision 2.0 Kai 0.6B · ollaya-f32 vLLM Semantic Router18±0†local~3.7GBhow to run › Decision Index 0.4.1
237CLM-v0.1-8B Qwen3-8B heads · ollaya-f32 Contrastive-LM16±0local~15GBhow to run › Decision Index 0.4.1DecideBench (Cho Yin Yong)AgentDecisionBench

+ 221 more don't fit your machine or budget · show them

250 of 250 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

29 models · 9 benchmarks · updated