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Can I run Mistral Nemo 12B on iPhone 16 Pro?

Compatibility verdict VRAM threshold engine
No, not enough memorywould not load

No. Mistral Nemo 12B needs ~8.6 GB even at Q4_K_M, but iPhone 16 Pro only has ~4.5 GB usable.

Needs ~8.6 GB Device usable ~4.5 GB

Needs ~8.6 GB even at Q4_K_M, but only ~4.5 GB is usable.

Q4_K_M needed
~8.6 GB
Usable on device
~4.5 GB
Device memory
8 GB

How to run it

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

Model mistral
Parameters
12.2B
Q4_K_M size
6.96 GB
Q8_0 size
12.13 GB
Context
128k
Ollama tag
mistral-nemo:12b
Full Mistral Nemo 12B requirements →
Device iOS
Memory
8 GB unified
Usable for weights
~4.5 GB
Best runtime
llama.cpp + Metal (via PocketPal or Off Grid app)
Best models for iPhone 16 Pro →

What you can run instead

Run Mistral Nemo 12B on other hardware

FAQ

Can iPhone 16 Pro run Mistral Nemo 12B?

No. Mistral Nemo 12B needs ~8.6 GB even at Q4_K_M, but iPhone 16 Pro only has ~4.5 GB usable.

How much memory does Mistral Nemo 12B need?

iPhone 16 Pro does not have enough memory. At Q4_K_M the weights are ~6.96 GB; with KV cache and runtime overhead, budget ~8.6 GB at a 4k context.

What is the best tool to run Mistral Nemo 12B on iOS?

On iPhone and iPad, Apple Foundation Models (Built into iOS 26, ~3B on-device model, zero download, fully private.) is the standard choice. Phones realistically run 1B-4B class models. Anything larger thermally throttles or OOMs.

Sources

Memory figures are estimates. See methodology.