Local LLM: Cost vs Intelligence

Best open models for small-footprint home Macs. Intelligence scores from Artificial Analysis, Open LLM Leaderboard, and official model cards. RAM from Ollama Q4 sizes. Updated Jul 2026.

Intelligence vs RAM footprint (bubble = tok/s on M4 Pro)

Hardware cost vs max intelligence tier

Top picks by RAM tier

Full model comparison

Model Q4 RAM Min Mac MMLU-Pro Coding tok/s $ to run* Source

* Cheapest new/used Mac that fits this model at Q4. Your M2 8GB/256GB highlighted.

Official & community sources