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localmodel.run

Device profile · iOS

Best local LLMs for iPhone 16 Pro

iPhone 16 Pro has ~4.5 GB usable for model weights and runs 24 of 67 popular models. Best tool: Apple Foundation Models.

Usable memory
~4.5 GB
Models run
24
Too large
43
Top pick
4B
Top pick Q4_K_M
Gemma 3 4B Tight

Fits at Q4_K_M (~3.8 GB of ~4.5 GB usable) but with little headroom, close other apps.

Runs on iPhone 16 Pro

Too large for this device

Best way to run models on iOS

Runtime guide iOS

Beginner: Apple Foundation Models, Built into iOS 26, ~3B on-device model, zero download, fully private.

Power user: PocketPal AI, Run any GGUF from HuggingFace fully offline.

Phones realistically run 1B-4B class models. Anything larger thermally throttles or OOMs.

Full iOS tool guide →

FAQ

What is the best local LLM for iPhone 16 Pro?

Gemma 3 4B is the strongest model that runs comfortably, using ~3.8 GB at Q4_K_M of the ~4.5 GB usable on iPhone 16 Pro.

How much of iPhone 16 Pro's memory can I use for a model?

About 4.5 GB. On a CPU-only machine, leave headroom for the OS and apps.

Which tool should I use on iOS?

Apple Foundation Models (Built into iOS 26, ~3B on-device model, zero download, fully private.) or PocketPal AI for speed. Phones realistically run 1B-4B class models. Anything larger thermally throttles or OOMs.

Sources

Memory figures are estimates. See methodology.