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Best Decision models for language understanding for a 64GB Mac

A leaderboard of the best Decision models for language understanding for a Mac with 64GB 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.

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 → ~48GB 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 language understanding evaluations only. Compare scores within this task. Models without task measurements are excluded.

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Score vs release date

     │                                                       ● Clef-omni
  70 ┤ · · · · · · · ··· · · · · · · ··· · · · · · · ··· · · ∘ · · · ··· · · · · · · · · · · · · · · · · ·◇· ·
  60 ┤ · ◆─Jev 1.13──────────────────────────────────────────┘ · · · · · · · · · · · · ◇ · · · · · · · ◇ · · ·
  50 ┤ · · · · · · · ··· · · · · · · ··· · · · · · · ··· · · · · · · ··· · · ◇ · · · · · · · · · · · · · · · ·
     │                          ◇
     └────────────────┬───────────────┬───────────────┬───────────────┬────────────────┬───────────────┬──────
                 2026-09-19      2026-09-24      2026-09-29      2026-10-04       2026-10-09      2026-10-14

Release dates available for 9 of 15 models. Undated models are omitted; month-only dates are plotted at the start of the month.

#	model	task score↓	where↓	RAM↓	speed↓	get it	sources

#	model	task score↓	where↓	RAM↓	get it
7	Clef-omni Cloudflare	73±2	api $0.15/M input tokens	~87GB	developers.cloudflare.com ↗
14	Clef Cloudflare	71±1	api $0.24/M input tokens	~68GB	developers.cloudflare.com ↗
17	d1.1 (hosted) Liquid AI	70±5	api price unknown		openrouter.ai ↗
18	Clef-flash Cloudflare	70±1	api $0.038/M input tokens	~25GB	developers.cloudflare.com ↗
21	d1-ultra Liquid AI	69±5	api price unknown		openrouter.ai ↗
32	d1 (hosted) Liquid AI	67±5	api price unknown		openrouter.ai ↗
50	Mercury Decide (free endpoint) Inception	64±5	api price unknown		openrouter.ai ↗
61	Microsoft-Decision-1 Microsoft	62±4	api price unknown		openrouter.ai ↗
67	Jev 1.13 TypeSafe	61±1	api $0.042/M input tokens		docs.typesafe.ai ↗
68	Span-02 (Gemma 4 26B-A4B) Respan	61±1	api price unknown		openrouter.ai ↗
80	Jev 1.14 TypeSafe	60±4	api $0.042/M input tokens		docs.typesafe.ai ↗
118	GPT-6 Luna Decisions OpenAI	56±3	api price unknown		openrouter.ai ↗
149	baselabs joey-1 (2B) baselabs	48±1	api price unknown		openrouter.ai ↗
151	Solar Decide Upstage	47±4	api price unknown		openrouter.ai ↗
197	Solar Decide Flash Upstage	41±4	api price unknown		openrouter.ai ↗

+ 241 more don't fit your machine or budget · show them

256 of 256 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