iPhone / iPad · 2025 · A19 Pro

Local AI on the iPhone 17 Pro Max

First 12 GB Pro Max. iOS still takes a bite, but 4B MLX is comfortable and 8B Q4 is the first iPhone that can honestly try it — expect tight, not effortless.

Advertised RAM
12 GB
Usable for a model
~6.8 GB
Compute
Metal / ANE
LM Mini path
GGUF / Metal (MLX with Pro)

Start in LM Mini

Install the app, pick one of these, chat offline. The free plan includes four small starter models (1–1.7B); models marked Pro need LM Mini Pro.

Get LM Mini and load a model that actually fits — on-device, or via Connect to a PC.

What actually fits

Q4 weights plus KV cache. “Tight” means close Chrome first.

ModelParamsQ4HereWhere
Qwen 3 0.6B 0.6B ~400–500 MB Runs well In LM Mini · Pro
Gemma 3 1B Instruct 1B ~700–750 MB Runs well In LM Mini · Free
Llama 3.2 1B Instruct 1B ~700–808 MB Runs well In LM Mini · Free
DeepSeek R1 Distill 1.5B 1.5B ~1.0–1.1 GB Runs well In LM Mini · Free
Qwen 3 1.7B 1.7B ~1.1–1.2 GB Runs well In LM Mini · Free
Llama 3.2 3B Instruct 3B ~1.9–2.0 GB Runs well In LM Mini · Pro
Phi-4 Mini Instruct 3.8B ~2.3–2.4 GB Runs well In LM Mini · Pro
Qwen 3 4B Instruct 2507 4B ~2.4–2.5 GB Runs well In LM Mini · Pro
Gemma 3 4B Instruct 4B ~2.7–3.7 GB Runs well In LM Mini · Pro
Qwen 3.5 0.8B 0.8B ~500–600 MB Runs well Studio / Ollama
SmolLM2 1.7B Instruct 1.7B ~1.0 GB Runs well Studio / Ollama
Qwen 2.5 1.5B Instruct 1.5B ~1.0 GB Runs well Studio / Ollama
Qwen 3.5 2B 2B ~1.3–1.5 GB Runs well Studio / Ollama
Gemma 3n E2B 2B ~1.5 GB Runs well Studio / Ollama
Gemma 4 E2B Instruct 2.3B ~1.4–1.8 GB (Q4/QAT) Runs well Studio / Ollama
Qwen 2.5 3B Instruct 3B ~1.9 GB Runs well Studio / Ollama
SmolLM3 3B 3B ~1.9 GB (Q4) Runs well Studio / Ollama
Nemotron 3 Nano 4B 4B ~2.5 GB (Q4) Runs well Studio / Ollama
Qwen 3.5 4B 4B ~2.5–2.8 GB Runs well Studio / Ollama
Gemma 3n E4B 4B ~2.6 GB (Q4) Runs well Studio / Ollama
Gemma 4 E4B Instruct 4.5B ~2.6–3.2 GB (Q4/QAT) Runs well Studio / Ollama
Mistral 7B Instruct 7B ~4.1 GB (Q4) Fits Studio / Ollama
OLMo 3 7B Instruct 7B ~4.3 GB (Q4) Fits Studio / Ollama
Qwen 2.5 7B Instruct 7B ~4.4 GB (Q4) Fits Studio / Ollama
Qwen 3 8B 8B ~4.7–4.9 GB Tight In LM Mini · Pro
Llama 3.1 8B Instruct 8B ~4.7 GB (Q4) Tight Studio / Ollama
DeepSeek R1 Distill 8B 8B ~4.7 GB (Q4) Tight Studio / Ollama
Hermes 3 8B 8B ~4.7 GB (Q4) Tight Studio / Ollama

Too big for this phone

Host these on LM Studio or Ollama, then chat from iPhone 17 Pro Max.

How we score this

iPhone 17 Pro Max ships with 12 GB. After iPhone / iPad we budget ~6.8 GB for inference. A 7B Q4 is ~4.4 GB on disk and wants ~6.5 GB live — that is why it fails on most 8 GB phones. 12–16 GB Android can try 8B. Apple 8 GB phones should live in 1B–4B.