What GPU do you need to run BotPsy-0.8B?
A used GeForce RTX 3060 12 GB ($305). It is the cheapest priced graphics card that holds BotPsy-0.8B (about 2 GB at Q4) with room for its full 256K context, at about 190 tok/s estimate; that is the card price only, and it requires a separate compatible PC. 157 of the 157 GPUs and systems we track fit it.
0.85B parameters (Hugging Face, accessed 2026-11-11). Q4_K_M GGUF: 0.53 GB (source). Architecture config (Hugging Face config.json): 6 attention layers (the rest are recurrent) × 2 KV heads × 256 head dim, so about 12 KB of FP16 KV cache per token of context (how we estimate context).
A 0.8B tool-calling (function-calling) assistant for on-device agents, from Tether AI Research (Tether Data, S.A. de C.V.), published under the qvac org. Fine-tuned from Qwen3.5-0.8B (huggingface.co/Qwen/Qwen3.5-0.8B), which has no page here. Tether says it suits tasks of low to medium difficulty, that it thinks before answering (enable_thinking=True; the chat template defaults to non-thinking), that English is recommended, and that it "is not intended for safety-critical or high-stakes automated decisions, or for applications involving money, personal information, health and other sensitive topics." It runs on Transformers, vLLM, llama.cpp and Tether's QVAC SDK. Text only, with no projector. The base model's MTP layers are not included (mtp_num_hidden_layers 0), so there is no MTP drafting. Q4_K_M is Tether's official imatrix-calibrated GGUF (botpsy-0.8b-q4_k_m-imat.gguf, 529,296,960 bytes); every size is in the table below. Release date is the Hugging Face repo creation date.
What we checked
Checked Nov 11, 2026. Official is the maker or the weight files. A vendor claim is that project's own documentation. A community claim is someone else's upload. Our check is a file or search we read. Unknown means we have no source, so it is not estimated. None of these rows is a speed we measured.
| Kind | What | Detail | Source |
|---|---|---|---|
| Official | License | Apache 2.0, from the LICENSE file in the repo. This is a summary of the license, not legal advice. | LICENSE, checked Nov 11, 2026 |
| Official | Weight files | One BF16 safetensors file of 1,706,030,528 bytes (1.71 GB) at commit 24561e9681643eaf807fc28b0875210cb17f89c1. Hugging Face's safetensors total is 852,985,920 parameters. This is a download, not the memory a runtime needs. | Hugging Face API, checked Nov 11, 2026 |
| Official | GGUF files | Tether's GGUF repo (commit 17bb36aa29c58fcde8e321aaaad3f2f7372aa655) uses the qwen35 architecture and has an imatrix-calibrated Q4_K_M, a Q8_0 and a BF16 file. The card says the base model's MTP layers are not included. Every size is in the table below. | GGUF repo, checked Nov 11, 2026 |
| Vendor claim | Quant advice | Tether's GGUF card calls Q8_0 "Recommended: scores like BF16 at about half the size" and says Q4_K_M is "about 1.5 points lower on average". Those are Tether's claims, not checked by us. The fit on this page uses the Q4_K_M file. | GGUF card, checked Nov 11, 2026 |
| Vendor claim | Benchmark scores | Tether's card and blog report tool-calling and instruction-following scores in thinking mode against the base model. Those are Tether's own reported scores, not checked by us, and this page does not list them. | Tether blog, checked Nov 11, 2026 |
| Our check | MLX | No MLX build of BotPsy-0.8B on Hugging Face as of 2026-11-11. | Hugging Face MLX search, checked Nov 11, 2026 |
GGUF files and sizes
Exact sizes from Hugging Face, accessed 2026-11-11. The fit and context tables on this page use the Q4_K_M file (0.53 GB); a smaller file needs less memory by the difference. VRAM needed is the file + the same headroom.
| File | Published by | Bytes | Size | VRAM needed | Source |
|---|---|---|---|---|---|
| Q4_K_M | Tether | 529,296,960 | 0.53 GB | ~2 GB | botpsy-0.8b-q4_k_m-imat.gguf |
| Q8_0 | Tether | 811,843,040 | 0.81 GB | ~2.3 GB | botpsy-0.8b-q8_0.gguf |
| BF16 | Tether | 1,516,744,160 | 1.52 GB | ~3 GB | botpsy-0.8b-bf16.gguf |
Single GPUs that fit, cheapest first
| Single GPU that fits | VRAM | Speed estimate | Max context estimate | Price |
|---|---|---|---|---|
| NVIDIA GeForce RTX 3060 12 GB | 12 GB | ~190 tok/s | 256K (full) | low $305 |
| Intel Arc B580 | 12 GB | ~229 tok/s | 256K (full) | low $330 |
| NVIDIA GeForce RTX 5060 | 8 GB | ~202 tok/s | 256K (full) | low $410 |
| NVIDIA GeForce RTX 5060 Ti 8 GB | 8 GB | ~202 tok/s | 256K (full) | low $450 |
| AMD Radeon RX 9070 | 16 GB | ~288 tok/s | 256K (full) | low $570 |
| AMD Radeon RX 7800 XT | 16 GB | ~285 tok/s | 256K (full) | low $599 |
| NVIDIA GeForce RTX 4070 SUPER | 12 GB | ~209 tok/s | 256K (full) | low $620 |
| AMD Radeon RX 9060 XT 16 GB | 16 GB | ~220 tok/s | 256K (full) | low $620 |
| NVIDIA GeForce RTX 5060 Ti 16 GB | 16 GB | ~202 tok/s | 256K (full) | low $780 |
| NVIDIA GeForce RTX 5070 | 12 GB | ~222 tok/s | 256K (full) | low $800 |
| AMD Radeon RX 9070 XT | 16 GB | ~288 tok/s | 256K (full) | low $810 |
| NVIDIA GeForce RTX 5070 Ti | 16 GB | ~234 tok/s | 256K (full) | low $1,120 |
| AMD Radeon RX 7900 XTX | 24 GB | ~321 tok/s | 256K (full) | low $1,350 |
| NVIDIA GeForce RTX 3090 | 24 GB | ~236 tok/s | 256K (full) | low $1,499 |
| NVIDIA GeForce RTX 5080 | 16 GB | ~237 tok/s | 256K (full) | low $1,600 |
| Apple Mac Studio M5 Max (32-core GPU, 36 GB) | 36 GB (~24.1 usable) | ~179 tok/s | 256K (full) | low $2,499 |
| NVIDIA GeForce RTX 4090 | 24 GB | ~238 tok/s | 256K (full) | low $2,910 |
| NVIDIA DGX Spark (64GB) | 64 GB | ~172 tok/s | 256K (full) | low $4,999 |
| Apple Mac Studio M5 Ultra (64-core GPU, 96 GB) | 96 GB (~72 usable) | ~208 tok/s | 256K (full) | low $5,499 |
| NVIDIA GeForce RTX 5090 | 32 GB | ~254 tok/s | 256K (full) | low $6,500 |
| Framework Desktop, AMD Ryzen AI Max+ PRO 495 (Strix Halo), 192 GB | 192 GB | ~203 tok/s | 256K (full) | low $6,799 |
| NVIDIA DGX Spark (128GB) | 128 GB | ~172 tok/s | 256K (full) | low $6,949.99 |
| NVIDIA RTX A6000 | 48 GB | ~228 tok/s | 256K (full) | low $8,363 |
| AMD Radeon PRO W6400 | 4 GB | ~129 tok/s | 196K · 256K (8-bit) | No price yet |
| AMD Radeon RX 6400 | 4 GB | ~129 tok/s | 196K · 256K (8-bit) | No price yet |
| AMD Radeon RX 6500 XT 4GB | 4 GB | ~139 tok/s | 196K · 256K (8-bit) | No price yet |
| AMD Radeon RX 9050 4GB | 4 GB | ~139 tok/s | 196K · 256K (8-bit) | No price yet |
| Intel Arc A310 | 4 GB | ~70 tok/s | 196K · 256K (8-bit) | No price yet |
| NVIDIA GeForce GTX 1050 Ti | 4 GB | ~92 tok/s | 196K · 256K (8-bit) | No price yet |
| NVIDIA GeForce GTX 1650 (GDDR5) | 4 GB | ~120 tok/s | 196K · 256K (8-bit) | No price yet |
| NVIDIA GeForce GTX 1650 (GDDR6) | 4 GB | ~148 tok/s | 196K · 256K (8-bit) | No price yet |
| NVIDIA RTX A400 | 4 GB | ~101 tok/s | 196K · 256K (8-bit) | No price yet |
| Intel Arc A380 | 6 GB | ~97 tok/s | 256K (full) | No price yet |
| Intel Arc Pro A40 | 6 GB | ~99 tok/s | 256K (full) | No price yet |
| Intel Arc Pro A50 | 6 GB | ~99 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce GTX 1060 6GB | 6 GB | ~127 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce GTX 1660 | 6 GB | ~148 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce GTX 1660 SUPER | 6 GB | ~185 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce GTX 1660 Ti | 6 GB | ~176 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 2060 6GB | 6 GB | ~185 tok/s | 256K (full) | No price yet |
| NVIDIA RTX A2000 6GB | 6 GB | ~176 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W6600 | 8 GB | ~183 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W7400 | 8 GB | ~157 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W7500 | 8 GB | ~197 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W7600 | 8 GB | ~209 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6500 XT 8GB | 8 GB | ~139 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6600 | 8 GB | ~183 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6600 XT | 8 GB | ~197 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6650 XT | 8 GB | ~206 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 7400 | 8 GB | ~157 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 7600 | 8 GB | ~209 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 9050 | 8 GB | ~209 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 9060 | 8 GB | ~209 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 9060 XT 8GB | 8 GB | ~220 tok/s | 256K (full) | No price yet |
| Intel Arc A580 | 8 GB | ~190 tok/s | 256K (full) | No price yet |
| Intel Arc A750 | 8 GB | ~190 tok/s | 256K (full) | No price yet |
| Intel Arc A770 8GB | 8 GB | ~190 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce GTX 1070 | 8 GB | ~147 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce GTX 1070 Ti | 8 GB | ~147 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce GTX 1080 | 8 GB | ~163 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 2060 SUPER | 8 GB | ~202 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 2070 | 8 GB | ~202 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 2070 SUPER | 8 GB | ~202 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 2080 | 8 GB | ~202 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 2080 SUPER | 8 GB | ~208 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 3070 | 8 GB | ~202 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 3070 Ti | 8 GB | ~218 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 4060 | 8 GB | ~172 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 4060 Ti 8GB | 8 GB | ~176 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 5050 | 8 GB | ~182 tok/s | 256K (full) | No price yet |
| NVIDIA RTX A1000 | 8 GB | ~148 tok/s | 256K (full) | No price yet |
| NVIDIA T1000 8GB | 8 GB | ~136 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6700 | 10 GB | ~220 tok/s | 256K (full) | No price yet |
| Intel Arc B570 | 10 GB | ~210 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 3080 | 10 GB | ~228 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce GTX 1080 Ti | 11 GB | ~189 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 2080 Ti | 11 GB | ~218 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6700 XT | 12 GB | ~239 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6750 XT | 12 GB | ~250 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 7700 XT | 12 GB | ~250 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 9070 GRE | 12 GB | ~250 tok/s | 256K (full) | No price yet |
| Intel Arc Pro A60 | 12 GB | ~160 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 3080 Ti | 12 GB | ~235 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 4070 | 12 GB | ~209 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 4070 Ti | 12 GB | ~209 tok/s | 256K (full) | No price yet |
| NVIDIA RTX A2000 12GB | 12 GB | ~176 tok/s | 256K (full) | No price yet |
| NVIDIA Tesla P100 PCIe 12GB | 12 GB | ~197 tok/s | 256K (full) | No price yet |
| NVIDIA TITAN Xp | 12 GB | ~197 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W7700 | 16 GB | ~278 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6800 | 16 GB | ~267 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6800 XT | 16 GB | ~267 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6900 XT | 16 GB | ~267 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6950 XT | 16 GB | ~278 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 7600 XT | 16 GB | ~209 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 7700 | 16 GB | ~285 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 7900 GRE | 16 GB | ~278 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 9060 XT LP | 16 GB | ~220 tok/s | 256K (full) | No price yet |
| Intel Arc A770 16GB | 16 GB | ~199 tok/s | 256K (full) | No price yet |
| Intel Arc Pro B50 | 16 GB | ~156 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 4060 Ti 16 GB | 16 GB | ~176 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 4070 Ti SUPER | 16 GB | ~222 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 4080 | 16 GB | ~225 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 4080 SUPER | 16 GB | ~226 tok/s | 256K (full) | No price yet |
| NVIDIA RTX 2000 Ada Generation | 16 GB | ~159 tok/s | 256K (full) | No price yet |
| NVIDIA RTX A4000 | 16 GB | ~202 tok/s | 256K (full) | No price yet |
| NVIDIA RTX PRO 2000 Blackwell | 16 GB | ~176 tok/s | 256K (full) | No price yet |
| NVIDIA T4 | 16 GB | ~178 tok/s | 256K (full) | No price yet |
| NVIDIA Tesla P100 PCIe 16GB | 16 GB | ~212 tok/s | 256K (full) | No price yet |
| NVIDIA V100 PCIe 16GB | 16 GB | ~234 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 7900 XT | 20 GB | ~307 tok/s | 256K (full) | No price yet |
| NVIDIA RTX 4000 Ada Generation | 20 GB | ~190 tok/s | 256K (full) | No price yet |
| NVIDIA RTX 4000 SFF Ada Generation | 20 GB | ~174 tok/s | 256K (full) | No price yet |
| NVIDIA RTX A4500 | 20 GB | ~220 tok/s | 256K (full) | No price yet |
| Intel Arc Pro B60 | 24 GB | ~229 tok/s | 256K (full) | No price yet |
| NVIDIA A10 | 24 GB | ~217 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 3090 Ti | 24 GB | ~238 tok/s | 256K (full) | No price yet |
| NVIDIA L4 | 24 GB | ~178 tok/s | 256K (full) | No price yet |
| NVIDIA Quadro RTX 6000 | 24 GB | ~222 tok/s | 256K (full) | No price yet |
| NVIDIA RTX 4500 Ada Generation | 24 GB | ~200 tok/s | 256K (full) | No price yet |
| NVIDIA RTX A5000 | 24 GB | ~228 tok/s | 256K (full) | No price yet |
| NVIDIA RTX A5500 | 24 GB | ~228 tok/s | 256K (full) | No price yet |
| NVIDIA RTX PRO 4000 Blackwell | 24 GB | ~222 tok/s | 256K (full) | No price yet |
| NVIDIA RTX PRO 4000 SFF Blackwell | 24 GB | ~200 tok/s | 256K (full) | No price yet |
| NVIDIA Tesla P40 | 24 GB | ~168 tok/s | 256K (full) | No price yet |
| NVIDIA TITAN RTX | 24 GB | ~222 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO V710 | 28 GB | ~254 tok/s | 256K (full) | No price yet |
| AMD Radeon AI PRO R9600 | 32 GB | ~288 tok/s | 256K (full) | No price yet |
| AMD Radeon AI PRO R9600D | 32 GB | ~288 tok/s | 256K (full) | No price yet |
| AMD Radeon AI PRO R9700 | 32 GB | ~288 tok/s | 256K (full) | No price yet |
| AMD Radeon AI PRO R9700S | 32 GB | ~288 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO V620 | 32 GB | ~267 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W6800 | 32 GB | ~267 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W7800 32GB | 32 GB | ~278 tok/s | 256K (full) | No price yet |
| Intel Arc Pro B70 | 32 GB | ~258 tok/s | 256K (full) | No price yet |
| NVIDIA Quadro GV100 | 32 GB | ~233 tok/s | 256K (full) | No price yet |
| NVIDIA RTX 5000 Ada Generation | 32 GB | ~215 tok/s | 256K (full) | No price yet |
| NVIDIA RTX PRO 4500 Blackwell | 32 GB | ~234 tok/s | 256K (full) | No price yet |
| NVIDIA V100 PCIe 32GB | 32 GB | ~234 tok/s | 256K (full) | No price yet |
| NVIDIA V100S PCIe 32GB | 32 GB | ~242 tok/s | 256K (full) | No price yet |
| Apple M5 Pro 48GB | 48 GB (~36 usable) | ~160 tok/s | 256K (full) | No price yet |
| NVIDIA A100 40GB PCIe | 40 GB | ~251 tok/s | 256K (full) | No price yet |
| NVIDIA A800 40GB Active | 40 GB | ~251 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W7800 48GB | 48 GB | ~313 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W7900 | 48 GB | ~313 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W7900 Dual Slot | 48 GB | ~313 tok/s | 256K (full) | No price yet |
| Apple Mac Studio M5 Max (40-core GPU, 64 GB) | 64 GB (~48 usable) | ~190 tok/s | 256K (full) | No price yet |
| NVIDIA A40 | 48 GB | ~224 tok/s | 256K (full) | No price yet |
| NVIDIA L40 | 48 GB | ~233 tok/s | 256K (full) | No price yet |
| NVIDIA L40S | 48 GB | ~233 tok/s | 256K (full) | No price yet |
| NVIDIA Quadro RTX 8000 | 48 GB | ~222 tok/s | 256K (full) | No price yet |
| NVIDIA RTX 6000 Ada Generation | 48 GB | ~237 tok/s | 256K (full) | No price yet |
| NVIDIA RTX PRO 5000 Blackwell 48GB | 48 GB | ~247 tok/s | 256K (full) | No price yet |
| NVIDIA RTX PRO 5000 Blackwell 72GB | 72 GB | ~247 tok/s | 256K (full) | No price yet |
| NVIDIA A100 80GB PCIe | 80 GB | ~256 tok/s | 256K (full) | No price yet |
| NVIDIA RTX PRO 6000 Blackwell Max-Q | 96 GB | ~254 tok/s | 256K (full) | No price yet |
| NVIDIA RTX PRO 6000 Blackwell Server Edition | 96 GB | ~252 tok/s | 256K (full) | No price yet |
| NVIDIA RTX PRO 6000 Blackwell Workstation Edition | 96 GB | ~254 tok/s | 256K (full) | No price yet |
Every device that runs it
Graphics cards, Macs and mini PCs from the wider hardware list behind My rig, smallest usable memory first. Not sure about yours? Check your exact rig.
Show all 224 devices that run it
| Device | Type | Memory | Speed estimate | Max context estimate | Price |
|---|---|---|---|---|---|
| AMD Radeon PRO W6400 | Workstation GPU | 4 GB | ~129 tok/s | 196K · 256K (8-bit) | No price yet |
| AMD Radeon RX 6400 | GPU | 4 GB | ~129 tok/s | 196K · 256K (8-bit) | No price yet |
| AMD Radeon RX 6500 XT 4GB | GPU | 4 GB | ~139 tok/s | 196K · 256K (8-bit) | No price yet |
| AMD Radeon RX 9050 4GB | GPU | 4 GB | ~139 tok/s | 196K · 256K (8-bit) | No price yet |
| Intel Arc A310 | GPU | 4 GB | ~70 tok/s | 196K · 256K (8-bit) | No price yet |
| NVIDIA GeForce GTX 1050 Ti | GPU | 4 GB | ~92 tok/s | 196K · 256K (8-bit) | No price yet |
| NVIDIA GeForce GTX 1650 (GDDR5) | GPU | 4 GB | ~120 tok/s | 196K · 256K (8-bit) | No price yet |
| NVIDIA GeForce GTX 1650 (GDDR6) | GPU | 4 GB | ~148 tok/s | 196K · 256K (8-bit) | No price yet |
| NVIDIA RTX A400 | Workstation GPU | 4 GB | ~101 tok/s | 196K · 256K (8-bit) | No price yet |
| Apple M2 8GB | Mac | 8 GB (~5.4 usable) | ~98 tok/s | 256K (full) | No price yet |
| Apple M3 8GB | Mac | 8 GB (~5.4 usable) | ~98 tok/s | 256K (full) | No price yet |
| Intel Arc A380 | GPU | 6 GB | ~97 tok/s | 256K (full) | No price yet |
| Intel Arc Pro A40 | Workstation GPU | 6 GB | ~99 tok/s | 256K (full) | No price yet |
| Intel Arc Pro A50 | Workstation GPU | 6 GB | ~99 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce GTX 1060 6GB | GPU | 6 GB | ~127 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce GTX 1660 | GPU | 6 GB | ~148 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce GTX 1660 SUPER | GPU | 6 GB | ~185 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce GTX 1660 Ti | GPU | 6 GB | ~176 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 2060 6GB | GPU | 6 GB | ~185 tok/s | 256K (full) | No price yet |
| NVIDIA RTX A2000 6GB | Workstation GPU | 6 GB | ~176 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W6600 | Workstation GPU | 8 GB | ~183 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W7400 | Workstation GPU | 8 GB | ~157 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W7500 | Workstation GPU | 8 GB | ~197 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W7600 | Workstation GPU | 8 GB | ~209 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6500 XT 8GB | GPU | 8 GB | ~139 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6600 | GPU | 8 GB | ~183 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6600 XT | GPU | 8 GB | ~197 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6650 XT | GPU | 8 GB | ~206 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 7400 | GPU | 8 GB | ~157 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 7600 | GPU | 8 GB | ~209 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 9050 | GPU | 8 GB | ~209 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 9060 | GPU | 8 GB | ~209 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 9060 XT 8GB | GPU | 8 GB | ~220 tok/s | 256K (full) | No price yet |
| Intel Arc A580 | GPU | 8 GB | ~190 tok/s | 256K (full) | No price yet |
| Intel Arc A750 | GPU | 8 GB | ~190 tok/s | 256K (full) | No price yet |
| Intel Arc A770 8GB | GPU | 8 GB | ~190 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce GTX 1070 | GPU | 8 GB | ~147 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce GTX 1070 Ti | GPU | 8 GB | ~147 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce GTX 1080 | GPU | 8 GB | ~163 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 2060 SUPER | GPU | 8 GB | ~202 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 2070 | GPU | 8 GB | ~202 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 2070 SUPER | GPU | 8 GB | ~202 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 2080 | GPU | 8 GB | ~202 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 2080 SUPER | GPU | 8 GB | ~208 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 3070 | GPU | 8 GB | ~202 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 3070 Ti | GPU | 8 GB | ~218 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 4060 | GPU | 8 GB | ~172 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 4060 Ti 8GB | GPU | 8 GB | ~176 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 5050 | GPU | 8 GB | ~182 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 5060 | GPU | 8 GB | ~202 tok/s | 256K (full) | low $410 |
| NVIDIA GeForce RTX 5060 Ti 8 GB | GPU | 8 GB | ~202 tok/s | 256K (full) | low $450 |
| NVIDIA RTX A1000 | Workstation GPU | 8 GB | ~148 tok/s | 256K (full) | No price yet |
| NVIDIA T1000 8GB | Workstation GPU | 8 GB | ~136 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6700 | GPU | 10 GB | ~220 tok/s | 256K (full) | No price yet |
| Intel Arc B570 | GPU | 10 GB | ~210 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 3080 | GPU | 10 GB | ~228 tok/s | 256K (full) | No price yet |
| Apple M1 Pro 16GB | Mac | 16 GB (~10.7 usable) | ~137 tok/s | 256K (full) | No price yet |
| Apple M2 16GB | Mac | 16 GB (~10.7 usable) | ~98 tok/s | 256K (full) | No price yet |
| Apple M2 Pro 16GB | Mac | 16 GB (~10.7 usable) | ~137 tok/s | 256K (full) | No price yet |
| Apple M3 16GB | Mac | 16 GB (~10.7 usable) | ~98 tok/s | 256K (full) | No price yet |
| Apple M4 16GB | Mac | 16 GB (~10.7 usable) | ~108 tok/s | 256K (full) | No price yet |
| Apple M5 16GB | Mac | 16 GB (~10.7 usable) | ~122 tok/s | 256K (full) | No price yet |
| Apple M6 16GB | Mac | 16 GB (~10.7 usable) | ~122 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce GTX 1080 Ti | GPU | 11 GB | ~189 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 2080 Ti | GPU | 11 GB | ~218 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6700 XT | GPU | 12 GB | ~239 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6750 XT | GPU | 12 GB | ~250 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 7700 XT | GPU | 12 GB | ~250 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 9070 GRE | GPU | 12 GB | ~250 tok/s | 256K (full) | No price yet |
| Intel Arc B580 | GPU | 12 GB | ~229 tok/s | 256K (full) | low $330 |
| Intel Arc Pro A60 | Workstation GPU | 12 GB | ~160 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 3060 12 GB | GPU | 12 GB | ~190 tok/s | 256K (full) | low $305 |
| NVIDIA GeForce RTX 3080 Ti | GPU | 12 GB | ~235 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 4070 | GPU | 12 GB | ~209 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 4070 SUPER | GPU | 12 GB | ~209 tok/s | 256K (full) | low $620 |
| NVIDIA GeForce RTX 4070 Ti | GPU | 12 GB | ~209 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 5070 | GPU | 12 GB | ~222 tok/s | 256K (full) | low $800 |
| NVIDIA RTX A2000 12GB | Workstation GPU | 12 GB | ~176 tok/s | 256K (full) | No price yet |
| NVIDIA Tesla P100 PCIe 12GB | Data center GPU | 12 GB | ~197 tok/s | 256K (full) | No price yet |
| NVIDIA TITAN Xp | GPU | 12 GB | ~197 tok/s | 256K (full) | No price yet |
| Apple M3 Pro 18GB | Mac | 18 GB (~12.1 usable) | ~121 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W7700 | Workstation GPU | 16 GB | ~278 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6800 | GPU | 16 GB | ~267 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6800 XT | GPU | 16 GB | ~267 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6900 XT | GPU | 16 GB | ~267 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6950 XT | GPU | 16 GB | ~278 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 7600 XT | GPU | 16 GB | ~209 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 7700 | GPU | 16 GB | ~285 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 7800 XT | GPU | 16 GB | ~285 tok/s | 256K (full) | low $599 |
| AMD Radeon RX 7900 GRE | GPU | 16 GB | ~278 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 9060 XT 16 GB | GPU | 16 GB | ~220 tok/s | 256K (full) | low $620 |
| AMD Radeon RX 9060 XT LP | GPU | 16 GB | ~220 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 9070 | GPU | 16 GB | ~288 tok/s | 256K (full) | low $570 |
| AMD Radeon RX 9070 XT | GPU | 16 GB | ~288 tok/s | 256K (full) | low $810 |
| Intel Arc A770 16GB | GPU | 16 GB | ~199 tok/s | 256K (full) | No price yet |
| Intel Arc Pro B50 | Workstation GPU | 16 GB | ~156 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 4060 Ti 16 GB | GPU | 16 GB | ~176 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 4070 Ti SUPER | GPU | 16 GB | ~222 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 4080 | GPU | 16 GB | ~225 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 4080 SUPER | GPU | 16 GB | ~226 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 5060 Ti 16 GB | GPU | 16 GB | ~202 tok/s | 256K (full) | low $780 |
| NVIDIA GeForce RTX 5070 Ti | GPU | 16 GB | ~234 tok/s | 256K (full) | low $1,120 |
| NVIDIA GeForce RTX 5080 | GPU | 16 GB | ~237 tok/s | 256K (full) | low $1,600 |
| NVIDIA RTX 2000 Ada Generation | Workstation GPU | 16 GB | ~159 tok/s | 256K (full) | No price yet |
| NVIDIA RTX A4000 | Workstation GPU | 16 GB | ~202 tok/s | 256K (full) | No price yet |
| NVIDIA RTX PRO 2000 Blackwell | Workstation GPU | 16 GB | ~176 tok/s | 256K (full) | No price yet |
| NVIDIA T4 | Data center GPU | 16 GB | ~178 tok/s | 256K (full) | No price yet |
| NVIDIA Tesla P100 PCIe 16GB | Data center GPU | 16 GB | ~212 tok/s | 256K (full) | No price yet |
| NVIDIA V100 PCIe 16GB | Data center GPU | 16 GB | ~234 tok/s | 256K (full) | No price yet |
| Apple M2 24GB | Mac | 24 GB (~16.1 usable) | ~98 tok/s | 256K (full) | No price yet |
| Apple M3 24GB | Mac | 24 GB (~16.1 usable) | ~98 tok/s | 256K (full) | No price yet |
| Apple M4 24GB | Mac | 24 GB (~16.1 usable) | ~108 tok/s | 256K (full) | No price yet |
| Apple M4 Pro 24GB | Mac | 24 GB (~16.1 usable) | ~154 tok/s | 256K (full) | No price yet |
| Apple M5 24GB | Mac | 24 GB (~16.1 usable) | ~122 tok/s | 256K (full) | No price yet |
| Apple M5 Pro 24GB | Mac | 24 GB (~16.1 usable) | ~160 tok/s | 256K (full) | No price yet |
| Apple M6 24GB | Mac | 24 GB (~16.1 usable) | ~128 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 7900 XT | GPU | 20 GB | ~307 tok/s | 256K (full) | No price yet |
| NVIDIA RTX 4000 Ada Generation | Workstation GPU | 20 GB | ~190 tok/s | 256K (full) | No price yet |
| NVIDIA RTX 4000 SFF Ada Generation | Workstation GPU | 20 GB | ~174 tok/s | 256K (full) | No price yet |
| NVIDIA RTX A4500 | Workstation GPU | 20 GB | ~220 tok/s | 256K (full) | No price yet |
| Apple M1 Max 32GB | Mac | 32 GB (~21.4 usable) | ~173 tok/s | 256K (full) | No price yet |
| Apple M1 Pro 32GB | Mac | 32 GB (~21.4 usable) | ~137 tok/s | 256K (full) | No price yet |
| Apple M2 Max (30-core GPU) 32GB | Mac | 32 GB (~21.4 usable) | ~173 tok/s | 256K (full) | No price yet |
| Apple M2 Max (38-core GPU) 32GB | Mac | 32 GB (~21.4 usable) | ~173 tok/s | 256K (full) | No price yet |
| Apple M2 Pro 32GB | Mac | 32 GB (~21.4 usable) | ~137 tok/s | 256K (full) | No price yet |
| Apple M4 32GB | Mac | 32 GB (~21.4 usable) | ~108 tok/s | 256K (full) | No price yet |
| Apple M5 32GB | Mac | 32 GB (~21.4 usable) | ~122 tok/s | 256K (full) | No price yet |
| Apple M6 32GB | Mac | 32 GB (~21.4 usable) | ~128 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 7900 XTX | GPU | 24 GB | ~321 tok/s | 256K (full) | low $1,350 |
| Intel Arc Pro B60 | Workstation GPU | 24 GB | ~229 tok/s | 256K (full) | No price yet |
| NVIDIA A10 | Data center GPU | 24 GB | ~217 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 3090 | GPU | 24 GB | ~236 tok/s | 256K (full) | low $1,499 |
| NVIDIA GeForce RTX 3090 Ti | GPU | 24 GB | ~238 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 4090 | GPU | 24 GB | ~238 tok/s | 256K (full) | low $2,910 |
| NVIDIA L4 | Data center GPU | 24 GB | ~178 tok/s | 256K (full) | No price yet |
| NVIDIA Quadro RTX 6000 | Workstation GPU | 24 GB | ~222 tok/s | 256K (full) | No price yet |
| NVIDIA RTX 4500 Ada Generation | Workstation GPU | 24 GB | ~200 tok/s | 256K (full) | No price yet |
| NVIDIA RTX A5000 | Workstation GPU | 24 GB | ~228 tok/s | 256K (full) | No price yet |
| NVIDIA RTX A5500 | Workstation GPU | 24 GB | ~228 tok/s | 256K (full) | No price yet |
| NVIDIA RTX PRO 4000 Blackwell | Workstation GPU | 24 GB | ~222 tok/s | 256K (full) | No price yet |
| NVIDIA RTX PRO 4000 SFF Blackwell | Workstation GPU | 24 GB | ~200 tok/s | 256K (full) | No price yet |
| NVIDIA RTX Spark N1X laptop (6144-core GPU, 24GB) | Laptop | 24 GB | ~178 tok/s | 256K (full) | No price yet |
| NVIDIA Tesla P40 | Data center GPU | 24 GB | ~168 tok/s | 256K (full) | No price yet |
| NVIDIA TITAN RTX | GPU | 24 GB | ~222 tok/s | 256K (full) | No price yet |
| Apple M3 Max (30-core GPU) 36GB | Mac | 36 GB (~24.1 usable) | ~159 tok/s | 256K (full) | No price yet |
| Apple M3 Pro 36GB | Mac | 36 GB (~24.1 usable) | ~121 tok/s | 256K (full) | No price yet |
| Apple M4 Max (32-core GPU) 36GB | Mac | 36 GB (~24.1 usable) | ~174 tok/s | 256K (full) | No price yet |
| Apple Mac Studio M5 Max (32-core GPU, 36 GB) | Mac | 36 GB (~24.1 usable) | ~179 tok/s | 256K (full) | low $2,499 |
| AMD Radeon PRO V710 | Data center GPU | 28 GB | ~254 tok/s | 256K (full) | No price yet |
| AMD Radeon AI PRO R9600 | Workstation GPU | 32 GB | ~288 tok/s | 256K (full) | No price yet |
| AMD Radeon AI PRO R9600D | Workstation GPU | 32 GB | ~288 tok/s | 256K (full) | No price yet |
| AMD Radeon AI PRO R9700 | Workstation GPU | 32 GB | ~288 tok/s | 256K (full) | No price yet |
| AMD Radeon AI PRO R9700S | Workstation GPU | 32 GB | ~288 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO V620 | Data center GPU | 32 GB | ~267 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W6800 | Workstation GPU | 32 GB | ~267 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W7800 32GB | Workstation GPU | 32 GB | ~278 tok/s | 256K (full) | No price yet |
| AMD Ryzen AI Max 385 (32GB) | Mini PC | 32 GB | ~197 tok/s | 256K (full) | No price yet |
| AMD Ryzen AI Max 390 (32GB) | Mini PC | 32 GB | ~197 tok/s | 256K (full) | No price yet |
| AMD Ryzen AI Max+ 395 (32GB) | Mini PC | 32 GB | ~197 tok/s | 256K (full) | No price yet |
| Intel Arc Pro B70 | Workstation GPU | 32 GB | ~258 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 5090 | GPU | 32 GB | ~254 tok/s | 256K (full) | low $6,500 |
| NVIDIA Quadro GV100 | Workstation GPU | 32 GB | ~233 tok/s | 256K (full) | No price yet |
| NVIDIA RTX 5000 Ada Generation | Workstation GPU | 32 GB | ~215 tok/s | 256K (full) | No price yet |
| NVIDIA RTX PRO 4500 Blackwell | Workstation GPU | 32 GB | ~234 tok/s | 256K (full) | No price yet |
| NVIDIA RTX Spark N1X laptop (6144-core GPU, 32GB) | Laptop | 32 GB | ~178 tok/s | 256K (full) | No price yet |
| NVIDIA V100 PCIe 32GB | Data center GPU | 32 GB | ~234 tok/s | 256K (full) | No price yet |
| NVIDIA V100S PCIe 32GB | Data center GPU | 32 GB | ~242 tok/s | 256K (full) | No price yet |
| Apple M3 Max (40-core GPU) 48GB | Mac | 48 GB (~36 usable) | ~173 tok/s | 256K (full) | No price yet |
| Apple M4 Max (40-core GPU) 48GB | Mac | 48 GB (~36 usable) | ~186 tok/s | 256K (full) | No price yet |
| Apple M4 Pro 48GB | Mac | 48 GB (~36 usable) | ~154 tok/s | 256K (full) | No price yet |
| Apple M5 Max (40-core GPU) 48GB | Mac | 48 GB (~36 usable) | ~190 tok/s | 256K (full) | No price yet |
| Apple M5 Pro 48GB | Mac | 48 GB (~36 usable) | ~160 tok/s | 256K (full) | No price yet |
| NVIDIA A100 40GB PCIe | Data center GPU | 40 GB | ~251 tok/s | 256K (full) | No price yet |
| NVIDIA A800 40GB Active | Workstation GPU | 40 GB | ~251 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W7800 48GB | Workstation GPU | 48 GB | ~313 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W7900 | Workstation GPU | 48 GB | ~313 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W7900 Dual Slot | Workstation GPU | 48 GB | ~313 tok/s | 256K (full) | No price yet |
| Apple M1 Max 64GB | Mac | 64 GB (~48 usable) | ~173 tok/s | 256K (full) | No price yet |
| Apple M1 Ultra 64GB | Mac | 64 GB (~48 usable) | ~198 tok/s | 256K (full) | No price yet |
| Apple M2 Max (30-core GPU) 64GB | Mac | 64 GB (~48 usable) | ~173 tok/s | 256K (full) | No price yet |
| Apple M2 Max (38-core GPU) 64GB | Mac | 64 GB (~48 usable) | ~173 tok/s | 256K (full) | No price yet |
| Apple M2 Ultra 64GB | Mac | 64 GB (~48 usable) | ~198 tok/s | 256K (full) | No price yet |
| Apple M3 Max (40-core GPU) 64GB | Mac | 64 GB (~48 usable) | ~173 tok/s | 256K (full) | No price yet |
| Apple M4 Max (40-core GPU) 64GB | Mac | 64 GB (~48 usable) | ~186 tok/s | 256K (full) | No price yet |
| Apple M4 Pro 64GB | Mac | 64 GB (~48 usable) | ~154 tok/s | 256K (full) | No price yet |
| Apple M5 Pro 64GB | Mac | 64 GB (~48 usable) | ~160 tok/s | 256K (full) | No price yet |
| Apple Mac Studio M5 Max (40-core GPU, 64 GB) | Mac | 64 GB (~48 usable) | ~190 tok/s | 256K (full) | No price yet |
| NVIDIA A40 | Data center GPU | 48 GB | ~224 tok/s | 256K (full) | No price yet |
| NVIDIA L40 | Data center GPU | 48 GB | ~233 tok/s | 256K (full) | No price yet |
| NVIDIA L40S | Data center GPU | 48 GB | ~233 tok/s | 256K (full) | No price yet |
| NVIDIA Quadro RTX 8000 | Workstation GPU | 48 GB | ~222 tok/s | 256K (full) | No price yet |
| NVIDIA RTX 6000 Ada Generation | Workstation GPU | 48 GB | ~237 tok/s | 256K (full) | No price yet |
| NVIDIA RTX A6000 | Workstation GPU | 48 GB | ~228 tok/s | 256K (full) | low $8,363 |
| NVIDIA RTX PRO 5000 Blackwell 48GB | Workstation GPU | 48 GB | ~247 tok/s | 256K (full) | No price yet |
| NVIDIA RTX Spark N1X laptop (6144-core GPU, 48GB) | Laptop | 48 GB | ~178 tok/s | 256K (full) | No price yet |
| AMD Ryzen AI Max 385 (64GB) | Mini PC | 64 GB | ~197 tok/s | 256K (full) | No price yet |
| AMD Ryzen AI Max 390 (64GB) | Mini PC | 64 GB | ~197 tok/s | 256K (full) | No price yet |
| AMD Ryzen AI Max+ 395 (64GB) | Mini PC | 64 GB | ~197 tok/s | 256K (full) | low $2,199.99 |
| NVIDIA DGX Spark (64GB) | Mini PC | 64 GB | ~172 tok/s | 256K (full) | low $4,999 |
| NVIDIA RTX Spark N1X laptop (6144-core GPU, 64GB) | Laptop | 64 GB | ~178 tok/s | 256K (full) | No price yet |
| Apple M2 Max (38-core GPU) 96GB | Mac | 96 GB (~72 usable) | ~173 tok/s | 256K (full) | No price yet |
| Apple M3 Max (30-core GPU) 96GB | Mac | 96 GB (~72 usable) | ~159 tok/s | 256K (full) | No price yet |
| Apple M3 Ultra 96GB | Mac | 96 GB (~72 usable) | ~199 tok/s | 256K (full) | No price yet |
| Apple Mac Studio M5 Ultra (64-core GPU, 96 GB) | Mac | 96 GB (~72 usable) | ~208 tok/s | 256K (full) | low $5,499 |
| NVIDIA RTX PRO 5000 Blackwell 72GB | Workstation GPU | 72 GB | ~247 tok/s | 256K (full) | No price yet |
| NVIDIA A100 80GB PCIe | Data center GPU | 80 GB | ~256 tok/s | 256K (full) | No price yet |
| Apple M1 Ultra 128GB | Mac | 128 GB (~96 usable) | ~198 tok/s | 256K (full) | No price yet |
| Apple M2 Ultra 128GB | Mac | 128 GB (~96 usable) | ~198 tok/s | 256K (full) | No price yet |
| Apple M3 Max (40-core GPU) 128GB | Mac | 128 GB (~96 usable) | ~173 tok/s | 256K (full) | No price yet |
| Apple M4 Max (40-core GPU) 128GB | Mac | 128 GB (~96 usable) | ~186 tok/s | 256K (full) | No price yet |
| Apple M5 Max (40-core GPU) 128GB | Mac | 128 GB (~96 usable) | ~190 tok/s | 256K (full) | No price yet |
| NVIDIA RTX PRO 6000 Blackwell Max-Q | Workstation GPU | 96 GB | ~254 tok/s | 256K (full) | No price yet |
| NVIDIA RTX PRO 6000 Blackwell Server Edition | Data center GPU | 96 GB | ~252 tok/s | 256K (full) | No price yet |
| NVIDIA RTX PRO 6000 Blackwell Workstation Edition | Workstation GPU | 96 GB | ~254 tok/s | 256K (full) | No price yet |
| AMD Ryzen AI Max 385 (128GB) | Mini PC | 128 GB | ~197 tok/s | 256K (full) | No price yet |
| AMD Ryzen AI Max 390 (128GB) | Mini PC | 128 GB | ~197 tok/s | 256K (full) | No price yet |
| AMD Ryzen AI Max+ 395 (128GB) | Mini PC | 128 GB | ~197 tok/s | 256K (full) | low $3,499.99 |
| NVIDIA DGX Spark (128GB) | Mini PC | 128 GB | ~172 tok/s | 256K (full) | low $6,949.99 |
| NVIDIA RTX Spark N1X laptop (6144-core GPU, 128GB) | Laptop | 128 GB | ~178 tok/s | 256K (full) | No price yet |
| Apple M2 Ultra 192GB | Mac | 192 GB (~144 usable) | ~198 tok/s | 256K (full) | No price yet |
| Apple M3 Ultra 256GB | Mac | 256 GB (~192 usable) | ~199 tok/s | 256K (full) | No price yet |
| Apple M5 Ultra 256GB | Mac | 256 GB (~192 usable) | ~208 tok/s | 256K (full) | No price yet |
| Framework Desktop, AMD Ryzen AI Max+ PRO 495 (Strix Halo), 192 GB | Mini PC | 192 GB | ~203 tok/s | 256K (full) | low $6,799 |
| Apple M5 Ultra 512GB | Mac | 512 GB (~384 usable) | ~208 tok/s | 256K (full) | No price yet |
Speed calculator
estimateEstimate = bandwidth ÷ GB read per token (the model's listed GGUF file: Q4_K_M for most models, otherwise the quant named in the list; scaled by active/total parameters for MoE), scaled by a per-platform efficiency and fixed per-token costs calibrated to 45 measured llama.cpp benchmarks (2025–26). Fit = file size + 1.5 GB headroom ≤ total VRAM (on Macs, the part of unified memory macOS lets the GPU use by default), and room for at least 4K tokens of context with an 8-bit KV cache. For a model with no KV cache data, only the file and headroom are checked, so a fit says nothing about context. Multi-GPU: VRAM adds, speed stays one card's (a layer split runs the cards in turn); max context uses the total. Speed is for short context. Max context = what is left after the file and a 1 GB runtime reserve ÷ KV cache bytes per token, default FP16 and 8-bit (q8_0) cache. How speed works · how context works