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

Best Decision models for images & screens to run locally

A leaderboard of the best Decision models for images & screens you can run on your own computer. Clef is #1 right now, followed by Clef-flash and Perplexity Decider Flash v1.2 (4B). Published typed-decision evaluations, with evaluator-specific protocols and tested settings retained. Each task score uses only its reviewed benchmarks. Each model shows the download that fits and the command to run it.

10 models · 21 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 · local only · reset
ram[2][4][8][16][24][32][48][64][96][128][192][256]
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GB
gpu[apple silicon][graphics card][unified memory][none]
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 vision evaluations only. Compare scores within this task. Models without task measurements are excluded.

New #1s:
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Run curl "whatmodel.sh/decision?max=0"to get this list in your terminal (add &format=json for agents).

Score vs release date

Release dates available for 3 of 10 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
8Clef Cloudflare69±4local~68GBhow to run › System One Bench (Ali Alhashimi)Etsabary · decision benchmarksBenchmark Heaven (own decision evaluations)
14Clef-flash Cloudflare64±3local~25GBhow to run › System One Bench (Ali Alhashimi)Etsabary · decision benchmarksJevalKit (Valen Team)Benchmark Heaven (own decision evaluations)
21Perplexity Decider Flash v1.2 (4B) Perplexity62±3local~10GBhow to run › System One Bench (Ali Alhashimi)Decision Index Vision 0.4Etsabary · decision benchmarks
35vLLM-SR d3-flash (9B) vLLM Semantic Router55±5local~18GBhow to run › Decision Index Vision 0.4
40vLLM-SR d3-mini (4B) vLLM Semantic Router51±5local~11GBhow to run › Decision Index Vision 0.4
48Clef-omni Cloudflare47±2local~87GBhow to run › System One Bench (Ali Alhashimi)Decision Index Vision 0.4Etsabary · decision benchmarks
62vLLM-SR d3-nano (2B) vLLM Semantic Router39±5local~8.2GBhow to run › Decision Index Vision 0.4
64LiquidAI d1-omni-600M Liquid AI36±14*local~2.7GBhow to run › Benchmark Heaven (own decision evaluations)
75vLLM-SR d3-lite (0.8B) vLLM Semantic Router24±5local~4.5GBhow to run › Decision Index Vision 0.4
79vLLM-SR d3-edge (0.6B) vLLM Semantic Router10±5local~2.6GBhow to run › Decision Index Vision 0.4

+ 69 more don't fit your machine or budget · show them

79 of 79 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

10 models · 21 benchmarks · updated