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

Best Decision models for tools & automation for a 16GB Mac

A leaderboard of the best Decision models for tools & automation for a Mac with 16GB of memory. 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.

7 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 → ~11GB fast · reset
ram[2][4][8][16][24][32][48][64][96][128][192][256]
[]
GB
gpu[apple silicon][graphics card][unified memory][none]
price[local][$0.05][$0.1][any]max per M input tokens
Filter by task
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.

New #1s for your hardware:
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$ terminal

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

Score vs release date

Release dates available for 5 of 7 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 Cloudflare70±2api $0.038/M input tokens~25GBdevelopers.cloudflare.com ↗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~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
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)
103Jev 1.13 TypeSafe58±1api $0.042/M input tokensdocs.typesafe.ai ↗Decision Index 0.4.1AgentDecisionBenchDecideBench (Cho Yin Yong)

+ 243 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

7 models · 9 benchmarks · updated