Every catalog hardware unit ranked by composite score (0–1000): measured tok/s, VRAM fit, ecosystem support, perf-per-watt. 2 of 128 ranks anchored to a measured benchmark — the rest are honestly flagged as extrapolated or estimated.
Methodology: /methodology · Run your own: curl -fsSL runlocalai.co/bench.mjs -o bench.mjs && node bench.mjs
26 units shown · sorted by score
| # | Hardware | Tier | Score | Data |
|---|---|---|---|---|
| 1 | AMD Radeon RX 6750 XT amd · high · 12GB | D | 265 | Estimated |
| 2 | AMD Radeon RX 6700 XT amd · high · 12GB | D | 255 | Estimated |
| 3 | AMD Instinct MI300X amd · workstation · 192GB | D | 231 | Estimated |
| 4 | AMD Instinct MI250X amd · workstation · 128GB | D | 231 | Estimated |
| 5 | AMD Instinct MI355X amd · workstation · 288GB | D | 231 | Estimated |
| 6 | AMD Instinct MI325X amd · workstation · 256GB | D | 231 | Estimated |
| 7 | AMD Instinct MI300A (APU) amd · workstation · 128GB | D | 231 | Estimated |
| 8 | AMD Instinct MI210 amd · workstation · 64GB | D | 224 | Estimated |
| 9 | AMD Radeon RX 5700 XT amd · high · 8GB | D | 214 | Estimated |
| 10 | AMD Radeon RX 6650 XT amd · mid · 8GB | D | 212 | Estimated |
| 11 | AMD Radeon RX 6600 XT amd · mid · 8GB | D | 208 | Estimated |
| 12 | AMD Radeon RX 6600 amd · mid · 8GB | D | 202 | Estimated |
| 13 | AMD Radeon RX 7900 XT amd · enthusiast · 20GB | D | 189 | Estimated |
| 14 | AMD Radeon RX 7800 XT amd · high · 16GB | D | 189 | Estimated |
| 15 | AMD Radeon RX 9070 amd · high · 16GB | D | 189 | Estimated |
| 16 | AMD Radeon RX 7600 XT amd · mid · 16GB | D | 189 | Estimated |
| 17 | AMD Radeon RX 9070 XT amd · high · 16GB | D | 189 | Estimated |
| 18 | AMD Radeon RX 580 8GB amd · mid · 8GB | D | 172 | Estimated |
| 19 | AMD Radeon RX 7700 XT amd · mid · 12GB | D | 168 | Estimated |
| 20 | AMD Radeon RX 5500 XT 8GB amd · entry · 8GB | D | 167 | Estimated |
| 21 | AMD Radeon RX 5600 XT amd · mid · 6GB | D | 158 | Estimated |
| 22 | Framework Laptop 16 (RX 7700S) amd · mid · 8GB | D | 147 | Estimated |
| 23 | AMD Radeon 880M (Strix Point iGPU) amd · entry | D | 132 | Estimated |
| 24 | AMD Radeon RX 570 amd · entry · 4GB | D | 131 | Estimated |
| 25 | AMD Ryzen AI 9 HX 370 (Strix Point) amd · pc-npu | D | 127 | Estimated |
| 26 | AMD Radeon 780M (Phoenix iGPU) amd · entry | D | 127 | Estimated |
Steady-state tok/s on a representative 7B/8B Q4 model. Measured from real benchmark rows, or extrapolated from VRAM bandwidth × runtime-stack efficiency.
How comfortably the rig holds 7B / 32B / 70B class models. Apple unified memory counts; NPU/SoC system RAM counts.
CUDA / MLX / ROCm / Vulkan reach. Real-world friction the operator hits when installing tools.
Tok/s per watt. Mobile / NPU class scores well; dense desktop GPUs trade efficiency for absolute throughput.
A confidence multiplier (1.0 measured · 0.85 extrapolated · 0.7 estimated) discounts the headline so we don't pretend to know more than we do. Score is recomputed on every page load against the latest catalog + benchmark data — submit your own run with runlocalai-bench --submit --hardware your-rig to firm up the numbers.