According to the LLMCheck index, the best-value Mac for local AI is the Mac mini M4 Pro (32GB, from $1,399) — it runs 32B MoE models like Qwen 4.1 at ~62 tok/s. Need 70B? The Mac Studio M4 Max (from $1,999). Just experimenting? The Mac mini M4 at $599. RAM is the deciding factor — buy the most you can.
● Lineup: July 2026 · Prices live via Amazon
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Sorted by price. Memory bandwidthd and max RAM are shaded by value — greener is more. See the full model leaderboard and benchmark data.
| Mac | Chip | Max RAM | Bandwidthd | GPU cores | Sample tok/s | Largest tier | From $ | |
|---|---|---|---|---|---|---|---|---|
| Mac mini M4 | M4 | 24GB | 120 GB/s | 10 | ~95 (Gemma 4 E2B) | ~14B dense | $599 | Check Price → |
| MacBook Air M4 | M4 | 32GB | 120 GB/s | 10 | ~90 | ~14B dense | $1,099 | Check Price → |
| Mac mini M4 Pro | M4 Pro | 64GB | 273 GB/s | 16–20 | ~62 (Qwen 4.1) | 32B MoE | $1,399 | Check Price → |
| MacBook Pro M5 Pro | M5 Pro | 64GB | 273 GB/s | 16–20 | ~56 (Qwen 4.1) | 32B MoE | $1,999 | Check Price → |
| Mac Studio M4 Max | M4 Max | 128GB | 546 GB/s | 32 | 70B sustained | 70B / GLM 5.2 Air | $1,999 | Check Price → |
| MacBook Pro M5 Max | M5 Max | 128GB | 600 GB/s | 40 | ~82 (Qwen 4.1) | 70B / GLM 5.2 Air | $3,499 | Check Price → |
| Mac Studio M4 Ultra | M4 Ultra | 192GB | 1,092 GB/s | 80 | ~38 (GLM 5.2 Air) | 192GB / 405B Q2 | $3,999 | Check Price → |
| Mac Pro M4 Ultra Same compute as Studio Ultra + PCIe — niche; most buyers want the Studio. |
M4 Ultra | 192GB | 1,092 GB/s | 80 | ~38 | 192GB | $6,999 | Check Price → |
tok/s measured on representative models in LLMCheck testing. Configs reflect each chip's maximum RAM tier. Compare specific chips: M5 Max vs M4 Max · M5 Pro vs M5 Max.
RAM determines which models you can load at all. Find your tier, see exactly what runs, and what won't.
Runs: Gemma 4 E2B, Phi-5 Mini, Llama 5 8B at ~95 tok/s.
Can't run: no 32B+ models — too little memory.
Check Price on Amazon →Runs: dense models up to ~14B plus small MoE — Gemma 4 E4B, Qwen 4.1 (small quant). ~90 tok/s.
Can't run: tight for full 32B MoE — possible but no headroom for context.
Check Price on Amazon →Runs: Qwen 4.1, Mistral Medium 4, Phi-5 Large at ~62 tok/s. The sweet spot for most buyers.
Can't run: no 70B models.
Check Price on Amazon →Runs: 32B MoE with long context — Qwen 4.1, Mistral Medium 4 with large context windows. ~56–62 tok/s.
Can't run: 70B is marginal — quantized only, slow.
Check Price on Amazon →Runs: 70B models and GLM 5.2 Air at ~34 tok/s. Comfortable for 24/7 agents.
Can't run: no 405B-class frontier models.
Check Price on Amazon →Runs: Llama 5 405B Q2, GLM 5.2 Air at ~38 tok/s. The biggest models a Mac can hold.
Caveat: frontier dense is slow (~5 tok/s on 405B). Great for capacity, not raw speed at the very top end.
Check Price on Amazon →The frontier open models — GLM 5.2, DeepSeek R3, Kimi K3 and Llama 5 405B — are server-class and won't run even on a 192 GB Mac Studio. To run the full, unquantized model, rent a datacenter GPU by the minute on Vast.ai — often 5–6× cheaper than AWS or GCP, with H100s and B200s available on demand.
Vast.ai referral link — we may earn a small commission at no extra cost to you. It never influences our reviews or rankings.
We'd rather you buy once and buy right. These are the things that actually change which Mac you should get.
Unified memory is soldered and can never be upgraded — buy the most RAM you can afford; it's the #1 factor in which models you can run.
Apple has no affiliate program. Amazon sells the identical Macs; we may earn a commission at no extra cost to you. It never influences our rankings.
Apple Certified Refurbished and Amazon Renewed offer the same machines for less — worth checking before you buy new, and often enough to afford the next RAM tier.
Memory bandwidth (GB/s), not just RAM size, drives tok/s — a Max chip is far faster than a Pro at the same RAM.
Local models are 4–250GB each. External storage and fast I/O keep your model library out of your boot drive.
Models are 4–250GB each — a 4TB portable SSD holds a serious library without filling your Mac's internal drive.
Check Price on Amazon →Pair an NVMe drive with a Thunderbolt 5 enclosure for a fast external model library that loads weights quickly.
Check Price on Amazon →For a desktop Mac mini or Studio — add displays, storage, and Ethernet over a single Thunderbolt 5 connection.
Check Price on Amazon →As an Amazon Associate, LLMCheck earns from qualifying purchases. The links above are affiliate links — they cost you nothing extra and help keep our benchmarks free and ad-light. Affiliate relationships never influence our rankings or recommendations; see our methodology for exactly how we score Macs and models.