What Can I Run AI?

phi-4 vs Qwen3-14B: VRAM and speed for running locally

Side by side: how much memory each model needs at Q4, Q8 and FP16, how the KV cache grows with context, the cheapest GPU and Mac that run each, and estimated speed on 11 common machines.

phi-4 is lighter: about 11.2 GB at Q4 against 11.3 GB for Qwen3-14B, though both run on 48 of the devices we track. It should also be faster on the same hardware, since it reads 14.7B parameters per token against 14.8B. Which one gives better answers depends on your task, so check benchmarks for that; this page covers what it takes to run them.

phi-4 vs Qwen3-14B: specs and memory
phi-4Qwen3-14B
MakermicrosoftQwen
Licensemitapache-2.0
TypeDenseDense
Total parameters14.7B14.8B
Active per token14.7B all14.8B all
Memory at Q4_K_M11.2 GB11.3 GB
Memory at Q8_018.9 GB19.0 GB
Memory at FP1634.7 GB35.0 GB
KV cache growth205 MB per 1k tokens, FP16164 MB per 1k tokens, FP16
Memory at Q4, 32k context17.1 GB 6.7 GB cache16.0 GB 5.4 GB cache
Cheapest GPU at Q4Radeon RX 7600 XT $329Radeon RX 7600 XT $329
Cheapest Mac / mini PC at Q4Mac mini M6 24GB $1,299Mac mini M6 24GB $1,299
Cheapest GPU at Q8Intel Arc Pro B70 32GB $949Intel Arc Pro B70 32GB $949
Tracked devices that run it at Q448 of 8248 of 82

Estimated speed on the same hardware

Decode tokens per second at Q4_K_M from memory bandwidth (how we estimate). MoE figures are upper bounds ("up to"). Estimates, not benchmarks.

Estimated tokens per second, phi-4 vs Qwen3-14B
Devicephi-4Qwen3-14B
GeForce RTX 3060 12GB12 GB usable · 360 GB/s · $329tight fittight fit
GeForce RTX 4060 Ti 16GB16 GB usable · 288 GB/s · $49919–2819–27
GeForce RTX 508016 GB usable · 960 GB/s · $99965–9264–91
GeForce RTX 309024 GB usable · 936 GB/s · $1,49963–9063–89
Radeon RX 7900 XTX24 GB usable · 960 GB/s · $99965–9264–91
GeForce RTX 509032 GB usable · 1792 GB/s · $1,999121–171120–170
Mac mini M6 24GB18 GB usable · 170 GB/s · $1,2999–159–15
Mac mini M6 32GB24 GB usable · 170 GB/s · $1,7999–159–15
Mac mini M5 Pro 64GB48 GB usable · 307 GB/s · $3,19916–2815–27
Framework Desktop (Ryzen AI Max+ 395) 128GB96 GB usable · 256 GB/s · $3,44913–2313–23
MacBook Pro M5 Max 128GB96 GB usable · 614 GB/s · $6,69931–5531–55

Quick answers

Which needs less VRAM, phi-4 or Qwen3-14B?
phi-4: about 11.2 GB at Q4_K_M, against 11.3 GB for Qwen3-14B. At Q8_0 it's 18.9 GB vs 19.0 GB.
Which is faster locally, phi-4 or Qwen3-14B?
Decode speed is limited by how many bytes are read per token. phi-4 reads 14.7B parameters per token and Qwen3-14B reads 14.8B, so phi-4 should be faster on the same machine. Our estimate on the GeForce RTX 4060 Ti 16GB at Q4 is 19–28 tok/s vs 19–27 tok/s. These are estimates, not benchmarks.
What is the cheapest GPU for phi-4 and Qwen3-14B?
At Q4: Radeon RX 7600 XT ($329) for phi-4; Radeon RX 7600 XT ($329) for Qwen3-14B. Prices are dated list-price snapshots.
Can a Mac run phi-4 and Qwen3-14B?
The cheapest Mac or mini PC we track for phi-4 is the Mac mini M6 24GB ($1,299). For Qwen3-14B it's the Mac mini M6 24GB ($1,299).
Which is better, phi-4 or Qwen3-14B?
We don't score answer quality. This comparison covers memory, context cache, hardware and speed. Pick the one that fits your hardware, then test both on your own prompts.

Related comparisons

All comparisons · MoE vs dense · Q4 vs Q8 vs FP16 · Context length and VRAM · VRAM calculator

New models, and what they need to run

One short email a week: fresh open models with their VRAM numbers, plus hardware worth watching.