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The Best Mac for Running Local LLMs (2026)

Apple refreshed the lineup on 25 August 2026: the Mac mini M6 (from $899, 153–170 GB/s), the Mac mini M5 Pro (from $1,699, 307 GB/s), and a new Mac Studio with M5 Max (from $2,499, up to 614 GB/s) and M5 Ultra (from $5,499, 1.2 TB/s; 512 GB not orderable yet). Buy as much unified memory as you can.

Updated — 24 Oct 2026

512 GB M5 Ultra: Apple says the 512 GB option is coming late October; it was not orderable and had no price as of 24 October 2026, so a 512 GB Mac Studio today means the M3 Ultra. Apple holds an event on 28 October, and this page will be updated after it. Picks: new M5 Pro runs make LFM2.5-24B-A2B the index’s 64 GB pick (community114 tok/s on an M5 Pro); at 24–32 GB the pick is still Qwen 3.6-35B-A3B, which is the index’s #1 again (Score 81, needs 24 GB). New: Recursive Flint, a 40B coding MoE that fits a 24 GB Mac (community92 tok/s on an M5 Pro).

Updated — 5 Oct 2026

Shipping since 22 September, and the first measurements are in: BGR measured Qwen3.8-27B at about 55 tok/s on an M5 Ultra (the index had estimated 57), and a community run on a 32 GB Mac mini M6 measured Qwen 3.6-35B-A3B at 64 tok/s. Every speed below carries its provenance mark and is read from the LLMCheck index. Corrected in this update: the MacBook Pro M5 Pro and M5 Max have the same 307 and 614 GB/s as the desktops (this page listed 273 and 600), and the “Mac Studio M4 Ultra” it listed never existed — Apple skipped the M4 Ultra.

● Lineup: 25 August 2026 · Figures: 24 October 2026 · Prices via Amazon

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Editor's Picks

The right Mac for each kind of buyer

Four machines cover almost everyone. Picks follow RAM, bandwidth and the index’s speed figures — never affiliate commissions.

🏆 Best Overall
MacBook Pro 16" (M5 Max)
64–128GB · 614 GB/s
Runs 70B-class models and DeepSeek V4 Flash at 2-bit, community39 tok/s; Qwen3.8-Flash-Next community46 tok/s, Qwen 3.6-35B-A3B sourced118 tok/s. The portable powerhouse and all-rounder.
From $3,899
Check Price on Amazon → See the comparison ↓
Editor's pick
💰 Best Value
Mac mini (M5 Pro)
24–64GB · 307 GB/s
Runs 30B-class MoE — Qwen 3.6-35B-A3B community79 tok/s, KAT-Coder-V2.5 estimated~72 tok/s, Recursive Flint community92 tok/s; at 64GB, LFM2.5-24B-A2B community114 tok/s (the index’s 64GB pick) and 70B dense. The best-value desktop for serious local LLMs.
From $1,699 48GB config recommended
Check Price on Amazon → See the comparison ↓
🐘 Biggest Models
Mac Studio (M5 Ultra)
96–512GB · 1,228 GB/s
Runs Qwen3.8-27B at sourced48 tok/s (published; reviews and runs range 46–55, BGR ~55), Qwen3.8-Flash-Next community57 tok/s, MiMo-V2.6-Flash community62 tok/s, GLM-5.3-Flash at 4-bit estimated~35 tok/s and DeepSeek V4 Flash at 4-bit estimated~45 tok/s. The biggest models a Mac can hold. Apple says the 512GB option is coming late October; it was not orderable and had no price as of 24 October 2026.
From $5,499
Check Price on Amazon → See the comparison ↓
🪙 Cheapest Entry
Mac mini (M4)
16–32GB · 120 GB/s
Runs up to ~14B dense — Gemma 4 12B estimated~13 tok/s, GPT-oss 20B estimated~34 tok/s. The cheapest way in; Apple’s current entry model is the Mac mini M6 (from $899, 153–170 GB/s).
From $599
Check Price on Amazon → See the comparison ↓
💸 Tip: Apple Certified Refurbished & Amazon Renewed save ~15% on the same machine — browse renewed Macs on Amazon →
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The Reference Spine

Every Mac for local AI, compared

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 Qwen 3.6-35B-A3B Largest tier From $
Mac mini M4 M4 32GB 120 GB/s 10 estimated~50 tok/s ~14B dense; 30B MoE at 24GB+ $599 Check Price on Amazon →
Mac mini M6
Apple's first 2nm chip; 153 GB/s on the 16GB model.
M6 32GB 153–170 GB/s 12 community64 tok/s 27–35B at 32GB $899 Check Price on Amazon →
MacBook Air M4 M4 32GB 120 GB/s 8–10 estimated~50 tok/s ~14B dense; 30B MoE at 24GB+ $1,099 Check Price on Amazon →
Mac mini M4 Pro
Previous generation — worth it only discounted.
M4 Pro 64GB 273 GB/s 16–20 estimated~74 tok/s 70B at 64GB $1,399 Check Price on Amazon →
Mac mini M5 Pro M5 Pro 64GB 307 GB/s 16–20 community79 tok/s 70B at 64GB $1,699 Check Price on Amazon →
MacBook Pro M5 Pro M5 Pro 64GB 307 GB/s 16–20 community79 tok/s 70B at 64GB $2,199 Check Price on Amazon →
Mac Studio M4 Max
Previous generation.
M4 Max 128GB 410–546 GB/s 32–40 estimated~105 tok/s 70B / GLM-4.5-Air $1,999 Check Price on Amazon →
Mac Studio M5 Max
460 GB/s on the 36GB model (32-core GPU).
M5 Max 128GB 460–614 GB/s 32–40 sourced118 tok/s DeepSeek V4 Flash 2-bit at 128GB $2,499 Check Price on Amazon →
MacBook Pro M5 Max M5 Max 128GB 460–614 GB/s 32–40 sourced118 tok/s DeepSeek V4 Flash 2-bit at 128GB $3,599 Check Price on Amazon →
Mac Studio M5 Ultra
Apple says the 512GB option is coming late October; it was not orderable and had no price as of 24 October 2026.
M5 Ultra 512GB 1,228 GB/s 64–80 community153 tok/s GLM-5.3 / GLM 5.2 at 512GB $5,499 Check Price on Amazon →
Mac Studio M3 Ultra
The 2025 flagship; price shown for 256GB.
M3 Ultra 512GB 819 GB/s 60–80 community106 tok/s GLM 5.2 at 512GB $6,999 Check Price on Amazon →

Speeds are single-stream decode for Qwen 3.6-35B-A3B at 4-bit, the index’s #1 model, read from the LLMCheck index: a community-measured figure where one exists for that chip (hollow circle), otherwise an estimate from the published bandwidth model (hollow diamond). LLMCheck does not run its own measurements. Max RAM is each machine’s largest configuration; prices are approximate starting prices — check the retailer. Compare specific chips: M5 Max vs M4 Max · M5 Pro vs M5 Max.

Buy by Capacity

Best Mac for each RAM tier

RAM determines which models you can load at all. Find your tier, see exactly what runs, and what won't.

Unified memory is soldered — it can never be upgraded. This is your single most important decision; buy more RAM than you think you need.

Runs: on a 16GB Mac mini M6 (153 GB/s): Gemma 4 12B estimated~17 tok/s, GPT-oss 20B estimated~41 tok/s and Mellum2.1-12B-A2.5B-Thinking estimated~55 tok/s, plus NVIDIA’s new Nemotron 3.5 Bolt E4B estimated~49 tok/s. Every pick by job: best local LLM for a 16GB Mac.

Can't run: 27B+ models at 4-bit — too little memory (only the 1-bit and ternary Bonsai 27B builds fit).

Check Price on Amazon →

Runs: on a 24GB Mac mini M6 (170 GB/s): Qwen 3.6-35B-A3B community64 tok/s — the index’s 24GB pick, with little room left for long context — plus Gemma 4 26B-A4B community48 tok/s, Qwen 3 30B-A3B sourced62 tok/s and the new coding model Recursive Flint (its 3-bit build) estimated~71 tok/s.

Can't run comfortably: dense 27B+ — it fits with zero room for context.

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Runs: on a 32GB Mac mini M6: Qwen 3.6-35B-A3B community64 tok/s, Gemma 4 26B-A4B community48 tok/s, KAT-Coder-V2.5 estimated~47 tok/s, Recursive Flint estimated~61 tok/s, and dense Qwen3.8-27B community9 tok/s. The sweet spot for most buyers.

Can't run: 70B models.

Check Price on Amazon →

Runs: on an M5 Pro (307 GB/s): LFM2.5-24B-A2B community114 tok/s — the index’s 64GB pick since 24 October — Qwen 3.6-35B-A3B community79 tok/s, Qwen3-Coder-Next estimated~49 tok/s and Llama 3.3 70B estimated~6 tok/s, with room for long context.

Can't run: 120B-class MoE at 4-bit such as Qwen 3.5 122B-A10B (65 GB) or Nemotron 3.5 Super VL (72 GB) — that is the 96–128GB tier; GPT-oss 120B (62 GB) just fits.

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Runs: on an M5 Max (614 GB/s): Qwen3.8-Flash-Next community46 tok/s — the index’s 128GB pick — DeepSeek V4 Flash at 2-bit community39 tok/s and GLM-4.5-Air estimated~27 tok/s. Comfortable for 24/7 agents.

Can't run: 4-bit frontier MoE such as MiMo-V2.6-Flash — that needs 192GB+.

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Runs: on an M5 Ultra (1.2 TB/s): MiMo-V2.6-Flash community62 tok/s, DeepSeek V4 Flash at 4-bit estimated~45 tok/s, GLM-5.3-Flash at 4-bit estimated~35 tok/s and MiniMax M2.5 estimated~57 tok/s. The new MiniMax-M3.1-Flash fits at 3-bit through MLX only, text-only for now (community35 tok/s). An M3 Ultra (819 GB/s) runs the same models about a third slower.

Caveat: trillion-parameter models such as Kimi K3 and DeepSeek V4 Pro stay server-class.

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Runs: GLM-5.3 at 4-bit estimated~17 tok/s and GLM 5.2 estimated~22 tok/s on an M5 Ultra, and Meta’s 816B Muse Spark Open at 2–3-bit estimated~31 tok/s. Apple says the 512GB option is coming late October; it was not orderable and had no price as of 24 October 2026. Until it ships, a 512GB Mac Studio means the M3 Ultra. The index’s pick at 512GB stays MiMo-V2.6-Flash, which already fits 192GB; what 512GB adds is the models above.

Caveat: capacity, not speed — the biggest models decode at roughly 15–30 tok/s (estimated) even here.

Mac Studio M3 Ultra (512GB) on Amazon →
⚡ Run it at full size — rent a GPU

The largest open models — Kimi K3, Qwen3.8-2.4T, DeepSeek V4 Pro and Inkling — are server-class: they don't fit even a 512 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.

Read This First

Before you buy — 4 honest caveats

We'd rather you buy once and buy right. These are the things that actually change which Mac you should get.

(a) RAM is permanent

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.

(b) We link to Amazon, not Apple

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.

(c) Refurbished saves ~15%

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.

(d) Bandwidth beats capacity for speed

Memory bandwidth (GB/s), not just RAM size, drives tok/s — a Max chip is far faster than a Pro at the same RAM.

Buying Guide

Frequently asked questions

What's the best Mac for running local LLMs in 2026?
For most people, the Mac mini M5 Pro (from $1,699; 48GB recommended) is the best value — its 307 GB/s runs 30B-class MoE models like Qwen 3.6-35B-A3B at about 79 tok/s (community-measured). On a tighter budget, the 32GB Mac mini M6 ($1,399) runs the same model at a community-measured 64 tok/s. For 70B-class and 100B+ MoE models, choose a Mac Studio M5 Max with 128GB.
How much RAM do I need to run local LLMs on a Mac?
16GB runs models up to ~14B, such as Gemma 4 12B and GPT-oss 20B; 32GB runs 27–40B models like Qwen 3.6-35B-A3B, Recursive Flint (39.8B) and Qwen3.8-27B; at 64GB the index's pick is LFM2.5-24B-A2B (about 114 tok/s community-measured on an M5 Pro), with room for 70B-class models and Qwen3-Coder-Next; 128GB runs DeepSeek V4 Flash at 2-bit and Qwen3.8-Flash-Next; 256GB and up holds the biggest Mac-runnable models at 4-bit, such as GLM-5.3-Flash and MiMo-V2.6-Flash. Buy more than you think — RAM can't be upgraded later.
Is a Mac good for running AI compared to an NVIDIA GPU?
Yes, for capacity. Apple's unified memory lets a single Mac load far larger models than a consumer NVIDIA GPU (which tops out at 24–32GB VRAM). NVIDIA wins raw speed on models that fit in VRAM; Macs win on big models and power efficiency.
Why does memory bandwidth matter more than RAM size for speed?
Token generation is memory-bound — every token reads the whole model from memory. Higher GB/s means more tokens per second. An M4 Max (546 GB/s) is far faster than an M4 Pro (273 GB/s) at the same RAM.
Can I save money buying a refurbished Mac for AI?
Yes. Apple Certified Refurbished and Amazon Renewed typically save ~15% on the identical machine with the same warranty. Since unified memory can't be upgraded, a refurb often lets you afford the next RAM tier up.
What's the cheapest Mac that can run local LLMs?
The Mac mini M4 (about $599) runs models up to ~14B; Gemma 4 E2B estimates around 70 tok/s on it. Apple's current entry model is the Mac mini M6 (from $899), whose 16GB configuration has 153 GB/s; choose 24GB or more for 170 GB/s and room for 27–35B models.
Add-ons

Worth pairing with your Mac

Local models are 4–250GB each. External storage and fast I/O keep your model library out of your boot drive.

External SSD for model storage

Models are 4–250GB each — a 4TB portable SSD holds a serious library without filling your Mac's internal drive.

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Thunderbolt 5 NVMe enclosure

Pair an NVMe drive with a Thunderbolt 5 enclosure for a fast external model library that loads weights quickly.

Check Price on Amazon →

Thunderbolt 5 dock

For a desktop Mac mini or Studio — add displays, storage, and Ethernet over a single Thunderbolt 5 connection.

Check Price on Amazon →
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As an Amazon Associate, LLMCheck earns from qualifying purchases. The links above are affiliate links — they cost you nothing extra and help keep the LLMCheck index free and ad-light. Affiliate relationships never influence our rankings or recommendations; see our methodology for exactly how we score Macs and models.