Every catalog hardware unit ranked by composite score (0–1000): measured tok/s, VRAM fit, ecosystem support, perf-per-watt. 2 of 154 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
62 units shown · sorted by score
| # | Hardware | Tier | Score | Data |
|---|---|---|---|---|
| 1 | NVIDIA GeForce RTX 5050 nvidia · entry · 8GB | D | 291 | Estimated |
| 2 | AMD Ryzen AI Max+ 395 (Strix Halo) amd · workstation | D | 288 | Estimated |
| 3 | NVIDIA GeForce GTX 1080 nvidia · mid · 8GB | D | 286 | Estimated |
| 4 | NVIDIA GeForce RTX 4060 nvidia · entry · 8GB | D | 279 | Estimated |
| 5 | NVIDIA GeForce RTX 4060 Ti 8GB nvidia · mid · 8GB | D | 278 | Estimated |
| 6 | NVIDIA GeForce GTX 1070 nvidia · mid · 8GB | D | 270 | Estimated |
| 7 | NVIDIA GeForce GTX 1070 Ti nvidia · mid · 8GB | D | 268 | Estimated |
| 8 | AMD Radeon RX 9070 GRE amd · high · 12GB | D | 267 | Estimated |
| 9 | AMD Radeon RX 7700 XT amd · mid · 12GB | D | 265 | Estimated |
| 10 | AMD Radeon RX 6750 XT amd · high · 12GB | D | 265 | Estimated |
| 11 | NVIDIA GeForce RTX 3050 nvidia · entry · 8GB | D | 263 | Estimated |
| 12 | Apple MacBook Air (M4) apple · mid | D | 262 | Estimated |
| 13 | NVIDIA GeForce GTX 1660 Super nvidia · mid · 6GB | D | 261 | Estimated |
| 14 | Intel Arc Pro B60 24GB intel · workstation · 24GB | D | 260 | Estimated |
| 15 | ASUS ROG Strix Scar 18 (RTX 5090 Mobile) nvidia · enthusiast · 24GB | D | 259 | Estimated |
| 16 | Razer Blade 16 (2025, RTX 5090 Mobile) nvidia · enthusiast · 24GB | D | 259 | Estimated |
| 17 | NVIDIA GeForce RTX 2060 nvidia · mid · 6GB | D | 257 | Estimated |
| 18 | Intel Arc A770 16GB intel · mid · 16GB | D | 256 | Estimated |
| 19 | AMD Radeon RX 7600 XT amd · mid · 16GB | D | 256 | Estimated |
| 20 | AMD Radeon RX 6700 XT amd · high · 12GB | D | 255 | Estimated |
| 21 | NVIDIA GeForce GTX 1660 Ti nvidia · mid · 6GB | D | 247 | Estimated |
| 22 | AMD Ryzen AI 9 HX 370 (Strix Point) amd · pc-npu | D | 246 | Estimated |
| 23 | Apple Mac Mini (M4) apple · mid | D | 245 | Estimated |
| 24 | Apple M4 (iPad Pro) apple · mobile | D | 244 | Estimated |
| 25 | Lenovo Legion 5 Pro Gen 7 (RTX 3080 16GB) nvidia · high · 16GB | D | 238 | Estimated |
| 26 | Apple A18 Pro apple · mobile | D | 227 | Estimated |
| 27 | Apple A17 Pro apple · mobile | D | 225 | Estimated |
| 28 | NVIDIA GeForce RTX 3050 Ti (Mobile) nvidia · mobile · 4GB | D | 224 | Estimated |
| 29 | NVIDIA GeForce GTX 1650 Super nvidia · entry · 4GB | D | 221 | Estimated |
| 30 | Intel Arc B580 intel · mid · 12GB | D | 218 | Estimated |
| 31 | NVIDIA GeForce GTX 1660 nvidia · mid · 6GB | D | 218 | Estimated |
| 32 | NVIDIA GeForce GTX 1060 3GB nvidia · entry · 3GB | D | 218 | Estimated |
| 33 | NVIDIA GeForce GTX 1060 6GB nvidia · entry · 6GB | D | 218 | Estimated |
| 34 | ASUS Ascent GX10 (NVIDIA GB10) nvidia · workstation | D | 217 | Estimated |
| 35 | AMD Radeon RX 5700 XT amd · high · 8GB | D | 214 | Estimated |
| 36 | AMD Radeon RX 6650 XT amd · mid · 8GB | D | 212 | Estimated |
| 37 | AMD Radeon RX 6600 XT amd · mid · 8GB | D | 208 | Estimated |
| 38 | NVIDIA GeForce GTX 1650 nvidia · entry · 4GB | D | 204 | Estimated |
| 39 | Qualcomm Snapdragon 8 Elite qualcomm · mobile | D | 204 | Estimated |
| 40 | AMD Radeon RX 6600 amd · mid · 8GB | D | 202 | Estimated |
| 41 | NVIDIA GeForce GTX 1050 Ti nvidia · entry · 4GB | D | 198 | Estimated |
| 42 | Intel Arc B570 intel · mid · 10GB | D | 185 | Estimated |
| 43 | Qualcomm Snapdragon 8 Gen 3 qualcomm · mobile | D | 179 | Estimated |
| 44 | Intel Core Ultra 7 258V (Lunar Lake) intel · pc-npu | D | 177 | Estimated |
| 45 | Intel Core Ultra 300 (Panther Lake) intel · pc-npu | D | 175 | Estimated |
| 46 | AMD Radeon RX 580 8GB amd · mid · 8GB | D | 172 | Estimated |
| 47 | AMD Radeon RX 5500 XT 8GB amd · entry · 8GB | D | 167 | Estimated |
| 48 | Google Tensor G4 google · mobile | D | 162 | Estimated |
| 49 | Qualcomm Snapdragon X2 Elite qualcomm · pc-npu | D | 161 | Estimated |
| 50 | AMD EPYC 9005 (Zen 5, Turin) amd · workstation | D | 161 | Estimated |
| 51 | AMD Radeon RX 5600 XT amd · mid · 6GB | D | 158 | Estimated |
| 52 | HP ZBook Ultra G1a (Ryzen AI Max+ PRO 395) amd · workstation | D | 155 | Estimated |
| 53 | Framework Desktop (Ryzen AI Max+ 395) amd · workstation | D | 153 | Estimated |
| 54 | GMKtec EVO-X2 (Ryzen AI Max+ 395) amd · workstation | D | 153 | Estimated |
| 55 | Framework Laptop 16 (RX 7700S) amd · mid · 8GB | D | 147 | Estimated |
| 56 | NVIDIA DGX Spark (Project Digits) nvidia · workstation | D | 140 | Estimated |
| 57 | AMD Radeon 880M (Strix Point iGPU) amd · entry | D | 132 | Estimated |
| 58 | AMD Radeon RX 570 amd · entry · 4GB | D | 131 | Estimated |
| 59 | AMD Radeon 780M (Phoenix iGPU) amd · entry | D | 127 | Estimated |
| 60 | Intel Arc 140V (Lunar Lake iGPU) intel · entry | D | 115 | Estimated |
| 61 | Qualcomm Snapdragon X Elite qualcomm · high | D | 28 | Estimated |
| 62 | Qualcomm Snapdragon X Plus qualcomm · mid | D | 28 | Estimated |
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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.