Find edge AI hardware
Task LLM generation · model-size class by model · batch per group · 35 platforms · edge hardware only · model_key "llama323b"
Results are compared only within the same model. 1 model have results for this task.
How to read power: results are compared only within the same model. By efficiency ranks only results whose source publishes a power figure; By speed ranks every result. Measured = measured for this workload. Vendor-measured (typical/avg) = the vendor’s own measurement at typical or average load, not an independent test and not a maximum, so fps/W looks better than at max TDP. Chip, Module or Board TDP = the vendor’s published maximum, not measured. Typical power, not max TDP = only a typical figure is published, so fps/W looks better than at full load. Scope says what the watts cover: Accelerator only (host not included), Module, or Whole system. Max of range = top of a published range, so fps/W is a floor (≥). “— not published” = the source gives no power; we never estimate one.
Llama 3.2:3b 35 platforms · 0 with published power
| Rank | Platform | tok/s/W | tok/s | Power | Model · precision · batch | Grade · date | Source |
|---|---|---|---|---|---|---|---|
| – | Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) | 0.443● Measured · Whole system | 181 tok/s | 409 WWhole system Measured | llama3.2:3bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2025-05-06 (page last edited) | Jeff Geerling ai-benchmarks issue results (comments)ai-benchmarks README @ 2f56f19 |
| – | Mac Studio (M3 Ultra 512GB) (as tested by Jeff Geerling) | 0.693● Measured · Whole system | 155 tok/s | 223 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| – | Ryzen 9 9950X (AMD 7900 XT) (as tested by Jeff Geerling) | 131 tok/s | — not published | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | D 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 | |
| – | M1 Ultra (64 GPU Core) 128GB (as tested by Jeff Geerling) | 128 tok/s | — not published | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 | |
| – | M1 Ultra (48 GPU Core) 64GB (as tested by Jeff Geerling) | 109 tok/s | — not published | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | D 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 | |
| – | Dell Pro Max with GB10 | 0.762● Measured · Whole system | 97.93 tok/s | 129 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| – | System76 Thelio Astra (Nvidia A4000) (as tested by Jeff Geerling) | 0.373● Measured · Whole system | 90.92 tok/s | 244 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| – | AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S) | 0.663● Measured · Whole system | 88.14 tok/s | 133 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| – | Pi CM5 - 16GB (AMD AI Pro R9700) (as tested by Jeff Geerling) | 0.276● Measured · Whole system | 77.54 tok/s | 281 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| – | Minisforum MS-R1 (as tested by Jeff Geerling) | 71.36 tok/s | — not published | llama3.2:3bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2025-11-10 (page last edited) | Jeff Geerling ai-benchmarks issue results (comments)ai-benchmarks README @ 2f56f19 | |
| – | M1 Max Mac Studio (10 core - 64GB) (as tested by Jeff Geerling) | 59.38 tok/s | — not published | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | D 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 | |
| – | Apple M4 (10-core GPU, 120 GB/s) | 1.37● Measured · Whole system | 41.31 tok/s | 30.10 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| – | M4 Mac mini (10 core CPU) / 32GB (as tested by Jeff Geerling) | 1.37● Measured · Whole system | 41.31 tok/s | 30.10 WWhole system Measured | llama3.2:3bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2024-11-11 (page last edited) | Jeff Geerling sbc-reviews (AI / LLM inference tables)ai-benchmarks README @ 2f56f19 |
| – | System76 Thelio Astra (Nvidia A400) (as tested by Jeff Geerling) | 0.213● Measured · Whole system | 35.51 tok/s | 167 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| – | Nvidia A400 (as tested by Jeff Geerling) | 0.213● Measured · Whole system | 35.51 tok/s | 167 WWhole system Measured | llama3.2:3bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2024-10-22 (page last edited) | Jeff Geerling sbc-reviews (AI / LLM inference tables)ai-benchmarks README @ 2f56f19 |
| – | Pi 500+ - 16GB (Intel Arc Pro B50) (as tested by Jeff Geerling) | 0.380● Measured · Whole system | 29.80 tok/s | 78.50 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| – | Dell XPS 13 (Intel Core 5 320) (as tested by Jeff Geerling) | 1.71● Measured · Whole system | 23.88 tok/s | 14.00 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| – | Framework 13 (Ryzen AI 5 340) (as tested by Jeff Geerling) | 0.466● Measured · Whole system | 23.81 tok/s | 51.10 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| – | MetaComputing AI PC Framework 13 Mainboard (as tested by Jeff Geerling) | 0.452● Measured · Whole system | 13.10 tok/s | 29.00 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| – | Radxa Dragon Q8B (as tested by Jeff Geerling) | 0.506● Measured · Whole system | 12.30 tok/s | 24.30 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| – | GMKtec G3 Plus (Intel N150) - 16GB (as tested by Jeff Geerling) | 0.343● Measured · Whole system | 9.06 tok/s | 26.40 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| – | Intel N150 Mini PC (GMKTek G3 Plus) (as tested by Jeff Geerling) | 0.343● Measured · Whole system | 9.06 tok/s | 26.40 WWhole system Measured | llama3.2:3bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2025-02-04 (page last edited) | Jeff Geerling ai-benchmarks issue results (comments)ai-benchmarks README @ 2f56f19 |
| – | Pi 500+ - 16GB (as tested by Jeff Geerling) | 0.427● Measured · Whole system | 5.55 tok/s | 13.00 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| – | Axelera Metis Edge 130p PCIe card (16GB) | 5.50 tok/s | — not published | llama3.2-3bnot stated · batch 1 | C 2026-10-15 (page last edited) | Axelera Voyager SDK model zoo (docs/reference/models/model-zoo.md)Voyager SDK 1.9.0 (model-zoo.md @ f184b09) | |
| – | Raspberry Pi 5 (CPU only) | 0.410● Measured · Whole system | 4.88 tok/s | 11.90 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| – | Raspberry Pi CM5 - 4GB (as tested by Jeff Geerling) | 4.58 tok/s | — not published | llama3.2:3bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2024-11-27 (page last edited) | Jeff Geerling sbc-reviews (AI / LLM inference tables)ai-benchmarks README @ 2f56f19 | |
| – | Pi 500 - 8GB (as tested by Jeff Geerling) | 0.436● Measured · Whole system | 4.53 tok/s | 10.40 WWhole system Measured | llama3.2:3bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2024-12-09 (page last edited) | Jeff Geerling sbc-reviews (AI / LLM inference tables)ai-benchmarks README @ 2f56f19 |
| – | Pi 400 - 4GB (as tested by Jeff Geerling) | 0.267● Measured · Whole system | 1.60 tok/s | 6.00 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| – | Raspberry Pi 400 - 4GB (as tested by Jeff Geerling) | 0.267● Measured · Whole system | 1.60 tok/s | 6.00 WWhole system Measured | llama3.2:3bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2024-11-30 (page last edited) | Jeff Geerling sbc-reviews (AI / LLM inference tables)ai-benchmarks README @ 2f56f19 |
| – | Dell Optiplex 780 (C2Q Q8400) (as tested by Jeff Geerling) | 0.00747● Measured · Whole system | 1.09 tok/s | 146 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| – | Dell Optiplex 780 (Intel Core 2 Quad Q8400) (as tested by Jeff Geerling) | 1.09 tok/s | — not published | llama3.2:3bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2025-11-05 (page last edited) | Jeff Geerling ai-benchmarks issue results (comments)ai-benchmarks README @ 2f56f19 | |
| – | DC-ROMA Mainboard II (8-core RISC-V) (as tested by Jeff Geerling) | 0.0101● Measured · Whole system | 0.310 tok/s | 30.60 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| – | DC-ROMA RISC-V Mainboard II (as tested by Jeff Geerling) | 0.310 tok/s | — not published | llama3.2:3bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2025-10-17 (page last edited) | Jeff Geerling ai-benchmarks issue results (comments)ai-benchmarks README @ 2f56f19 | |
| – | HiFive Premier P550 (4-core RISC-V) (as tested by Jeff Geerling) | 0.0178● Measured · Whole system | 0.240 tok/s | 13.50 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| – | HiFive Premier P550 (as tested by Jeff Geerling) | 0.0178● Measured · Whole system | 0.240 tok/s | 13.50 WWhole system Measured | llama3.2:3bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2025-02-06 (page last edited) | Jeff Geerling ai-benchmarks issue results (comments)ai-benchmarks README @ 2f56f19 |
| Rank | Platform | tok/s/W | tok/s | Power | Model · precision · batch | Grade · date | Source |
|---|---|---|---|---|---|---|---|
| 1 | Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) | 0.443● Measured · Whole system | 181 tok/s | 409 WWhole system Measured | llama3.2:3bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2025-05-06 (page last edited) | Jeff Geerling ai-benchmarks issue results (comments)ai-benchmarks README @ 2f56f19 |
| 2 | Mac Studio (M3 Ultra 512GB) (as tested by Jeff Geerling) | 0.693● Measured · Whole system | 155 tok/s | 223 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| 3 | Ryzen 9 9950X (AMD 7900 XT) (as tested by Jeff Geerling) | 131 tok/s | — not published | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | D 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 | |
| 4 | M1 Ultra (64 GPU Core) 128GB (as tested by Jeff Geerling) | 128 tok/s | — not published | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 | |
| 5 | M1 Ultra (48 GPU Core) 64GB (as tested by Jeff Geerling) | 109 tok/s | — not published | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | D 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 | |
| 6 | Dell Pro Max with GB10 | 0.762● Measured · Whole system | 97.93 tok/s | 129 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| 7 | System76 Thelio Astra (Nvidia A4000) (as tested by Jeff Geerling) | 0.373● Measured · Whole system | 90.92 tok/s | 244 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| 8 | AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S) | 0.663● Measured · Whole system | 88.14 tok/s | 133 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| 9 | Pi CM5 - 16GB (AMD AI Pro R9700) (as tested by Jeff Geerling) | 0.276● Measured · Whole system | 77.54 tok/s | 281 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| 10 | Minisforum MS-R1 (as tested by Jeff Geerling) | 71.36 tok/s | — not published | llama3.2:3bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2025-11-10 (page last edited) | Jeff Geerling ai-benchmarks issue results (comments)ai-benchmarks README @ 2f56f19 | |
| 11 | M1 Max Mac Studio (10 core - 64GB) (as tested by Jeff Geerling) | 59.38 tok/s | — not published | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | D 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 | |
| 12 | Apple M4 (10-core GPU, 120 GB/s) | 1.37● Measured · Whole system | 41.31 tok/s | 30.10 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| 13 | M4 Mac mini (10 core CPU) / 32GB (as tested by Jeff Geerling) | 1.37● Measured · Whole system | 41.31 tok/s | 30.10 WWhole system Measured | llama3.2:3bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2024-11-11 (page last edited) | Jeff Geerling sbc-reviews (AI / LLM inference tables)ai-benchmarks README @ 2f56f19 |
| 14 | System76 Thelio Astra (Nvidia A400) (as tested by Jeff Geerling) | 0.213● Measured · Whole system | 35.51 tok/s | 167 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| 15 | Nvidia A400 (as tested by Jeff Geerling) | 0.213● Measured · Whole system | 35.51 tok/s | 167 WWhole system Measured | llama3.2:3bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2024-10-22 (page last edited) | Jeff Geerling sbc-reviews (AI / LLM inference tables)ai-benchmarks README @ 2f56f19 |
| 16 | Pi 500+ - 16GB (Intel Arc Pro B50) (as tested by Jeff Geerling) | 0.380● Measured · Whole system | 29.80 tok/s | 78.50 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| 17 | Dell XPS 13 (Intel Core 5 320) (as tested by Jeff Geerling) | 1.71● Measured · Whole system | 23.88 tok/s | 14.00 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| 18 | Framework 13 (Ryzen AI 5 340) (as tested by Jeff Geerling) | 0.466● Measured · Whole system | 23.81 tok/s | 51.10 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| 19 | MetaComputing AI PC Framework 13 Mainboard (as tested by Jeff Geerling) | 0.452● Measured · Whole system | 13.10 tok/s | 29.00 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| 20 | Radxa Dragon Q8B (as tested by Jeff Geerling) | 0.506● Measured · Whole system | 12.30 tok/s | 24.30 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| 21 | GMKtec G3 Plus (Intel N150) - 16GB (as tested by Jeff Geerling) | 0.343● Measured · Whole system | 9.06 tok/s | 26.40 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| 22 | Intel N150 Mini PC (GMKTek G3 Plus) (as tested by Jeff Geerling) | 0.343● Measured · Whole system | 9.06 tok/s | 26.40 WWhole system Measured | llama3.2:3bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2025-02-04 (page last edited) | Jeff Geerling ai-benchmarks issue results (comments)ai-benchmarks README @ 2f56f19 |
| 23 | Pi 500+ - 16GB (as tested by Jeff Geerling) | 0.427● Measured · Whole system | 5.55 tok/s | 13.00 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| 24 | Axelera Metis Edge 130p PCIe card (16GB) | 5.50 tok/s | — not published | llama3.2-3bnot stated · batch 1 | C 2026-10-15 (page last edited) | Axelera Voyager SDK model zoo (docs/reference/models/model-zoo.md)Voyager SDK 1.9.0 (model-zoo.md @ f184b09) | |
| 25 | Raspberry Pi 5 (CPU only) | 0.410● Measured · Whole system | 4.88 tok/s | 11.90 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| 26 | Raspberry Pi CM5 - 4GB (as tested by Jeff Geerling) | 4.58 tok/s | — not published | llama3.2:3bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2024-11-27 (page last edited) | Jeff Geerling sbc-reviews (AI / LLM inference tables)ai-benchmarks README @ 2f56f19 | |
| 27 | Pi 500 - 8GB (as tested by Jeff Geerling) | 0.436● Measured · Whole system | 4.53 tok/s | 10.40 WWhole system Measured | llama3.2:3bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2024-12-09 (page last edited) | Jeff Geerling sbc-reviews (AI / LLM inference tables)ai-benchmarks README @ 2f56f19 |
| 28 | Pi 400 - 4GB (as tested by Jeff Geerling) | 0.267● Measured · Whole system | 1.60 tok/s | 6.00 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| 29 | Raspberry Pi 400 - 4GB (as tested by Jeff Geerling) | 0.267● Measured · Whole system | 1.60 tok/s | 6.00 WWhole system Measured | llama3.2:3bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2024-11-30 (page last edited) | Jeff Geerling sbc-reviews (AI / LLM inference tables)ai-benchmarks README @ 2f56f19 |
| 30 | Dell Optiplex 780 (C2Q Q8400) (as tested by Jeff Geerling) | 0.00747● Measured · Whole system | 1.09 tok/s | 146 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| 31 | Dell Optiplex 780 (Intel Core 2 Quad Q8400) (as tested by Jeff Geerling) | 1.09 tok/s | — not published | llama3.2:3bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2025-11-05 (page last edited) | Jeff Geerling ai-benchmarks issue results (comments)ai-benchmarks README @ 2f56f19 | |
| 32 | DC-ROMA Mainboard II (8-core RISC-V) (as tested by Jeff Geerling) | 0.0101● Measured · Whole system | 0.310 tok/s | 30.60 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| 33 | DC-ROMA RISC-V Mainboard II (as tested by Jeff Geerling) | 0.310 tok/s | — not published | llama3.2:3bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2025-10-17 (page last edited) | Jeff Geerling ai-benchmarks issue results (comments)ai-benchmarks README @ 2f56f19 | |
| 34 | HiFive Premier P550 (4-core RISC-V) (as tested by Jeff Geerling) | 0.0178● Measured · Whole system | 0.240 tok/s | 13.50 WWhole system Measured | Llama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1 | C 2026-09-22 (page last edited) | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| 35 | HiFive Premier P550 (as tested by Jeff Geerling) | 0.0178● Measured · Whole system | 0.240 tok/s | 13.50 WWhole system Measured | llama3.2:3bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2025-02-06 (page last edited) | Jeff Geerling ai-benchmarks issue results (comments)ai-benchmarks README @ 2f56f19 |
Excluded from ranking (26)
Partial or suspected partial models, fps/W outliers and rows HWBench Data flags (rank_note) are kept out of the rankings. Rows with a published power figure that Data does not mark for the default fps/W ranking still appear under By speed. Every row stays in /find.json.
| Platform | Model | Result | Power | Left out of | Why | Source |
|---|---|---|---|---|---|---|
| Dell XPS 13 (Intel Core 5 320) (as tested by Jeff Geerling) | Llama 3.2:3b | 23.88 tok/s | 14.00 WWhole system Measured | Efficiency ranking | HWBench Data has not verified tok/s/W rows for ranking yet | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| Apple M4 (10-core GPU, 120 GB/s) | Llama 3.2:3b | 41.31 tok/s | 30.10 WWhole system Measured | Efficiency ranking | HWBench Data has not verified tok/s/W rows for ranking yet | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| M4 Mac mini (10 core CPU) / 32GB (as tested by Jeff Geerling) | llama3.2:3b | 41.31 tok/s | 30.10 WWhole system Measured | Efficiency ranking | HWBench Data has not verified tok/s/W rows for ranking yet | Jeff Geerling sbc-reviews (AI / LLM inference tables)ai-benchmarks README @ 2f56f19 |
| Dell Pro Max with GB10 | Llama 3.2:3b | 97.93 tok/s | 129 WWhole system Measured | Efficiency ranking | HWBench Data has not verified tok/s/W rows for ranking yet | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| Mac Studio (M3 Ultra 512GB) (as tested by Jeff Geerling) | Llama 3.2:3b | 155 tok/s | 223 WWhole system Measured | Efficiency ranking | HWBench Data has not verified tok/s/W rows for ranking yet | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S) | Llama 3.2:3b | 88.14 tok/s | 133 WWhole system Measured | Efficiency ranking | HWBench Data has not verified tok/s/W rows for ranking yet | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| Radxa Dragon Q8B (as tested by Jeff Geerling) | Llama 3.2:3b | 12.30 tok/s | 24.30 WWhole system Measured | Efficiency ranking | HWBench Data has not verified tok/s/W rows for ranking yet | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| Framework 13 (Ryzen AI 5 340) (as tested by Jeff Geerling) | Llama 3.2:3b | 23.81 tok/s | 51.10 WWhole system Measured | Efficiency ranking | HWBench Data has not verified tok/s/W rows for ranking yet | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| MetaComputing AI PC Framework 13 Mainboard (as tested by Jeff Geerling) | Llama 3.2:3b | 13.10 tok/s | 29.00 WWhole system Measured | Efficiency ranking | HWBench Data has not verified tok/s/W rows for ranking yet | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) | llama3.2:3b | 181 tok/s | 409 WWhole system Measured | Efficiency ranking | HWBench Data has not verified tok/s/W rows for ranking yet | Jeff Geerling ai-benchmarks issue results (comments)ai-benchmarks README @ 2f56f19 |
| Pi 500 - 8GB (as tested by Jeff Geerling) | llama3.2:3b | 4.53 tok/s | 10.40 WWhole system Measured | Efficiency ranking | HWBench Data has not verified tok/s/W rows for ranking yet | Jeff Geerling sbc-reviews (AI / LLM inference tables)ai-benchmarks README @ 2f56f19 |
| Pi 500+ - 16GB (as tested by Jeff Geerling) | Llama 3.2:3b | 5.55 tok/s | 13.00 WWhole system Measured | Efficiency ranking | HWBench Data has not verified tok/s/W rows for ranking yet | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| Raspberry Pi 5 (CPU only) | Llama 3.2:3b | 4.88 tok/s | 11.90 WWhole system Measured | Efficiency ranking | HWBench Data has not verified tok/s/W rows for ranking yet | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| Pi 500+ - 16GB (Intel Arc Pro B50) (as tested by Jeff Geerling) | Llama 3.2:3b | 29.80 tok/s | 78.50 WWhole system Measured | Efficiency ranking | HWBench Data has not verified tok/s/W rows for ranking yet | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| System76 Thelio Astra (Nvidia A4000) (as tested by Jeff Geerling) | Llama 3.2:3b | 90.92 tok/s | 244 WWhole system Measured | Efficiency ranking | HWBench Data has not verified tok/s/W rows for ranking yet | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| GMKtec G3 Plus (Intel N150) - 16GB (as tested by Jeff Geerling) | Llama 3.2:3b | 9.06 tok/s | 26.40 WWhole system Measured | Efficiency ranking | HWBench Data has not verified tok/s/W rows for ranking yet | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| Intel N150 Mini PC (GMKTek G3 Plus) (as tested by Jeff Geerling) | llama3.2:3b | 9.06 tok/s | 26.40 WWhole system Measured | Efficiency ranking | HWBench Data has not verified tok/s/W rows for ranking yet | Jeff Geerling ai-benchmarks issue results (comments)ai-benchmarks README @ 2f56f19 |
| Pi CM5 - 16GB (AMD AI Pro R9700) (as tested by Jeff Geerling) | Llama 3.2:3b | 77.54 tok/s | 281 WWhole system Measured | Efficiency ranking | HWBench Data has not verified tok/s/W rows for ranking yet | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| Pi 400 - 4GB (as tested by Jeff Geerling) | Llama 3.2:3b | 1.60 tok/s | 6.00 WWhole system Measured | Efficiency ranking | HWBench Data has not verified tok/s/W rows for ranking yet | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| Raspberry Pi 400 - 4GB (as tested by Jeff Geerling) | llama3.2:3b | 1.60 tok/s | 6.00 WWhole system Measured | Efficiency ranking | HWBench Data has not verified tok/s/W rows for ranking yet | Jeff Geerling sbc-reviews (AI / LLM inference tables)ai-benchmarks README @ 2f56f19 |
| System76 Thelio Astra (Nvidia A400) (as tested by Jeff Geerling) | Llama 3.2:3b | 35.51 tok/s | 167 WWhole system Measured | Efficiency ranking | HWBench Data has not verified tok/s/W rows for ranking yet | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| Nvidia A400 (as tested by Jeff Geerling) | llama3.2:3b | 35.51 tok/s | 167 WWhole system Measured | Efficiency ranking | HWBench Data has not verified tok/s/W rows for ranking yet | Jeff Geerling sbc-reviews (AI / LLM inference tables)ai-benchmarks README @ 2f56f19 |
| HiFive Premier P550 (4-core RISC-V) (as tested by Jeff Geerling) | Llama 3.2:3b | 0.240 tok/s | 13.50 WWhole system Measured | Efficiency ranking | HWBench Data has not verified tok/s/W rows for ranking yet | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| HiFive Premier P550 (as tested by Jeff Geerling) | llama3.2:3b | 0.240 tok/s | 13.50 WWhole system Measured | Efficiency ranking | HWBench Data has not verified tok/s/W rows for ranking yet | Jeff Geerling ai-benchmarks issue results (comments)ai-benchmarks README @ 2f56f19 |
| DC-ROMA Mainboard II (8-core RISC-V) (as tested by Jeff Geerling) | Llama 3.2:3b | 0.310 tok/s | 30.60 WWhole system Measured | Efficiency ranking | HWBench Data has not verified tok/s/W rows for ranking yet | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |
| Dell Optiplex 780 (C2Q Q8400) (as tested by Jeff Geerling) | Llama 3.2:3b | 1.09 tok/s | 146 WWhole system Measured | Efficiency ranking | HWBench Data has not verified tok/s/W rows for ranking yet | Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19 |