Qwen3.5 4B Instruct
Qwen / 4B / Q4_K_M / ~3.5 GB
Best for: Coding, Agents, Multimodal·Pop: 88/100
Perf: ~11 tok/s · first token ~1.3s
Best for coding, agents, multimodal. Strong fit for 8 GB RAM with balanced speed and quality.
Your phone holds your most personal data: messages, health notes, photos of documents. An on-device model on the iPhone 16 Pro is the only AI that can touch that material without it leaving your hand.
Your phone holds your most personal data. An on-device model is the only AI that can work on it without it leaving your hand. The 6GB AI budget fits 2B-4B models. The roughly 60 GB/s A18 Pro memory path (est.) handles short private tasks at conversational speed. Passive cooling is fine for bursty use.
Sketch the hard message, summarize the medical letter, weigh the private decision, offline if you want proof. Enclave and PocketPal run fully sandboxed on the A18 Pro. No account, no log, no retention policy to read. The ceiling is real, short answers and simple tasks, but for questions you would never paste into a cloud service, a modest private model beats a brilliant public one.
Qwen / 4B / Q4_K_M / ~3.5 GB
Best for: Coding, Agents, Multimodal·Pop: 88/100
Perf: ~11 tok/s · first token ~1.3s
Best for coding, agents, multimodal. Strong fit for 8 GB RAM with balanced speed and quality.
Gemma / 4.5B / Q4_K_M / ~4 GB
Best for: On-device, Mobile, Chat·Pop: 82/100
Perf: ~10 tok/s · first token ~1.4s
Best for on-device, mobile, chat. Strong fit for 8 GB RAM with balanced speed and quality.
Phi / 3.8B / Q4_K_M / ~3.2 GB
Best for: Coding, Chat·Pop: 75/100
Perf: ~12 tok/s · first token ~1.3s
Best for coding, chat. Strong fit for 8 GB RAM with balanced speed and quality.
Gemma / 4B / Q4_K_M / ~3.5 GB
Best for: Chat, Coding·Pop: 81/100
Perf: ~11 tok/s · first token ~1.3s
Best for chat, coding. Strong fit for 8 GB RAM with balanced speed and quality.
Phi / 3.8B / Q4_K_M / ~3.2 GB
Best for: Coding, Chat·Pop: 64/100
Perf: ~12 tok/s · first token ~1.3s
Best for coding, chat. Strong fit for 8 GB RAM with balanced speed and quality.
Gemma / 2.3B / Q4_K_M / ~2.3 GB
Best for: IoT, Mobile, Edge·Pop: 76/100
Perf: ~20 tok/s · first token ~1.0s
Best for iot, mobile, edge. Strong fit for 8 GB RAM with balanced speed and quality.
Qwen / 2B / Q4_K_M / ~1.8 GB
Best for: Chat, Edge tasks·Pop: 75/100
Perf: ~23 tok/s · first token ~0.9s
Best for chat, edge tasks. Strong fit for 8 GB RAM with balanced speed and quality.
Llama / 3B / Q4_K_M / ~2.5 GB
Best for: Chat·Pop: 72/100
Perf: ~15 tok/s · first token ~1.1s
Best for chat. Strong fit for 8 GB RAM with balanced speed and quality.
Cloud AI on a phone means your most intimate questions transit someone else's servers. A local 4B model inverts that: draft the difficult message, summarize the medical letter, think through the private decision, in airplane mode if you want the proof. No account, no log, no retention policy to read.
Apps like Enclave and PocketPal run fully sandboxed on the A18 Pro. The capability ceiling is real (short answers, simple tasks), but for the category of questions you would never type into a cloud chatbot, a modest private model beats a brilliant public one.
Confirm your private workflow fits your exact iPhone 16 Pro by running the ModelFit wizard with your memory.
Open ModelFit Wizard