2026-09-02 · Ryzen AI HX 370 + RTX 5070 Ti Laptop
A model scorecard round on AMD Ryzen AI 9 HX 370 w/ Radeon 890M · NVIDIA GeForce RTX 5070 Ti Laptop GPU · 31 GB: 5 models across 2 task sets. Every round is listed in the model scorecard, with its results side by side in one table.
AMD Ryzen AI 9 HX 370 w/ Radeon 890M · NVIDIA GeForce RTX 5070 Ti Laptop GPU · 31 GB · llama-cpp · 1 trial per task · 2026-09-02 · gezel 7694351b · catalog 0.1.52
A first look at five models on a Ryzen AI HX 370, using native engines 0.1.38. Only general capability and office work were tested. The Quality column was scored afterward by Claude Sonnet 4.6. The browser our tests use to check web pages was not available, so those checks were skipped.
System memory counts this computer's own memory only. What the model keeps on the separate graphics card isn't included.
General capability
| Model | Size | Tasks passed | Quality | Performance | Context | System memory |
|---|---|---|---|---|---|---|
| gemma4-12b-q4 (kv: f16) | 12B | 10/11 (some tasks run once — count not rate) | 7.4/10 (3 pieces) | 24.6 tok/s output 1,495 tok/s prefill | 154K | 11.2 GB |
| qwen3.6-35b-a3b-q4 (kv: f16) | 35B | 10/11 (some tasks run once — count not rate) | 8.1/10 (3 pieces) | 15.1 tok/s output 80 tok/s prefill | 64K | 21.0 GB |
| ornith1.5-9b-q4 (kv: f16) | 9B | 9/11 (some tasks run once — count not rate) | 7.2/10 (3 pieces) | 57.7 tok/s output 2,230 tok/s prefill | 136K | 7.9 GB |
| qwen3.5-9b-q4 (kv: f16) | 9B | 9/11 (some tasks run once — count not rate) | 5.2/10 (3 pieces) | 29.9 tok/s output 329 tok/s prefill | 130K | 9.8 GB |
| qwen3.8-27b-q2 (kv: f16) | 27B | 8/11 (some tasks run once — count not rate) | 7.9/10 (3 pieces) | 7 tok/s output 55 tok/s prefill | 64K | 14.9 GB |
Tasks in this set: 11.
Office and knowledge work
| Model | Size | Tasks passed | Quality | Performance | Context | System memory |
|---|---|---|---|---|---|---|
| qwen3.5-9b-q4 (kv: f16) | 9B | 12/13 (some tasks run once — count not rate) | 6/10 (9 pieces) | 29.9 tok/s output 329 tok/s prefill | 130K | 8.3 GB |
| qwen3.6-35b-a3b-q4 (kv: f16) | 35B | 12/13 (some tasks run once — count not rate) | 6.9/10 (9 pieces) | 15.1 tok/s output 80 tok/s prefill | 64K | 21.1 GB |
| gemma4-12b-q4 (kv: f16) | 12B | 11/13 (some tasks run once — count not rate) | 5.2/10 (9 pieces) | 24.6 tok/s output 1,495 tok/s prefill | 154K | 10.9 GB |
| ornith1.5-9b-q4 (kv: f16) | 9B | 11/13 (some tasks run once — count not rate) | 5.8/10 (9 pieces) | 57.7 tok/s output 2,230 tok/s prefill | 136K | 7.5 GB |
| qwen3.8-27b-q2 (kv: f16) | 27B | 10/13 (some tasks run once — count not rate) | 6.8/10 (9 pieces) | 7 tok/s output 55 tok/s prefill | 64K | 14.5 GB |
Tasks in this set: 13.