Ollama LLM SBC Benchmark Rankings
Compare local large language model speed and efficiency across Single Board Computers
66 boards tested · speeds from 0.2 to 23.7 (Tokens/s, DeepSeek R1 1.5B)
Top Picks
Full Results
- 1Fastest Overall: Radxa Fogwise Airbox Q900 36GBIQ-9075 · $84923.7 tokens/s23.7 tokens/sIQ-9075 · $849
- 2Radxa Dragon Q8B 32GBSnapdragon 8cx Gen 3 · $67721.9 tokens/s21.9 tokens/sSnapdragon 8cx Gen 3 · $677
- 3Radxa Orion O6N 32GBP1 · $54919 tokens/s19 tokens/sP1 · $549
- 4Orange Pi 6 Plus 32GBP1 · $66916.9 tokens/s16.9 tokens/sP1 · $669
- 5LattePanda Mu 8GBN100 · $39816.7 tokens/s16.7 tokens/sN100 · $398
- 6Fastest Under $100: Radxa X4 8GBN100 · $10013.8 tokens/s13.8 tokens/sN100 · $100
- 7Raspberry Pi 5 16GBBCM2712 · $32912 tokens/s12 tokens/sBCM2712 · $329
- 8Raspberry Pi 5 8GBBCM2712 · $18912 tokens/s12 tokens/sBCM2712 · $189
- 9Raspberry Pi 5 4GBBCM2712 · $11811.8 tokens/s11.8 tokens/sBCM2712 · $118
- 10Radxa NX5 8GBRK3588S · $11910.7 tokens/s10.7 tokens/sRK3588S · $119
- 11Raspberry Pi 500+ 16GBBCM2712 · $44310.3 tokens/s10.3 tokens/sBCM2712 · $443
- 12Radxa CM5 Lite 8GBRK3582 · $11910.1 tokens/s10.1 tokens/sRK3582 · $119
- 13Raspberry Pi 500 8GBBCM2712 · $1949.96 tokens/s9.96 tokens/sBCM2712 · $194
- 14Raspberry Pi 5 2GBBCM2712 · $829.94 tokens/s9.94 tokens/sBCM2712 · $82
- 15Radxa ROCK 5T 12GBRK3588 · $1259.71 tokens/s9.71 tokens/sRK3588 · $125
- 16ArmSoM AIM7 8GBRK3588 · $2979.65 tokens/s9.65 tokens/sRK3588 · $297
- 17ArmSoM W3 8GBRK3588 · $3169.65 tokens/s9.65 tokens/sRK3588 · $316
- 18Raspberry Pi Compute Module 5 4GBBCM2712 · $1009.6 tokens/s9.6 tokens/sBCM2712 · $100
- 19Orange Pi 5 Plus 8GBRK3588 · $1359.47 tokens/s9.47 tokens/sRK3588 · $135
- 20Orange Pi 5B 4GBRK3588S · $759.18 tokens/s9.18 tokens/sRK3588S · $75
- 21Radxa ROCK 5 ITX 8GBRK3588 · $1209.15 tokens/s9.15 tokens/sRK3588 · $120
- 22Orange Pi 5 Pro 16GBRK3588S · $1209.1 tokens/s9.1 tokens/sRK3588S · $120
- 23Dshan Pi A1 4GBRK3576 · $698.94 tokens/s8.94 tokens/sRK3576 · $69
- 24Radxa Dragon Q6A 6GBQCS6490 · $1198.82 tokens/s8.82 tokens/sQCS6490 · $119
- 25Forlinx FET3576-C 2GBRK3576 · $2108.62 tokens/s8.62 tokens/sRK3576 · $210
- 26ArmSoM Sige5 8GBRK3576 · $2398.22 tokens/s8.22 tokens/sRK3576 · $239
- 27Cool Pi 4B 4GBRK3588S · $1408.15 tokens/s8.15 tokens/sRK3588S · $140
- 28Orange Pi Zero 3W 4GBA733 · $508.15 tokens/s8.15 tokens/sA733 · $50
- 29Libre Computer Alta 4GBA311D · $1257.78 tokens/s7.78 tokens/sA311D · $125
- 30Radxa ROCK 4D 8GBRK3576 · $1067.69 tokens/s7.69 tokens/sRK3576 · $106
- 31Orange Pi Zero 4 4GBA733 · $687.4 tokens/s7.4 tokens/sA733 · $68
- 32Banana Pi R4 8GBMT7988A · $1465.73 tokens/s5.73 tokens/sMT7988A · $146
- 33HardKernel ODROID N2+ 4GBS922X · $955.61 tokens/s5.61 tokens/sS922X · $95
- 34Radxa ROCK 4C+ 4GBRK3399-T · $805.27 tokens/s5.27 tokens/sRK3399-T · $80
- 35Radxa 4 SE 4GBRK3399-T · $805.08 tokens/s5.08 tokens/sRK3399-T · $80
- 36Orange Pi 4A 4GBT527 · $504.84 tokens/s4.84 tokens/sT527 · $50
- 37Radxa ROCK 4B+ 4GBRK3399 OP1 · $1704.4 tokens/s4.4 tokens/sRK3399 OP1 · $170
- 38Raspberry Pi 4 2GBBCM2711 · $723.66 tokens/s3.66 tokens/sBCM2711 · $72
- 39Raspberry Pi 400 4GBBCM2711 · $653.63 tokens/s3.63 tokens/sBCM2711 · $65
- 40ADLINK I-Pi SMARC 1200 4GBMT8395 · $3943.61 tokens/s3.61 tokens/sMT8395 · $394
- 41Raspberry Pi Compute Module 4 (CM4) 2GBBCM2711 · $623.46 tokens/s3.46 tokens/sBCM2711 · $62
- 42Banana Pi M5 4GBS905X3 · $1463.01 tokens/s3.01 tokens/sS905X3 · $146
- 43Libre Computer Solitude 4GBS905D3 · $1002.99 tokens/s2.99 tokens/sS905D3 · $100
- 44Radxa ROCK 2A 4GBRK3528A · $302.96 tokens/s2.96 tokens/sRK3528A · $30
- 45Orange Pi 3B 4GBRK3566 · $942.93 tokens/s2.93 tokens/sRK3566 · $94
- 46DEBIX Model A 4GBiMX 8M Plus · $1352.85 tokens/s2.85 tokens/siMX 8M Plus · $135
- 47Best Value: Radxa ROCK 2F 2GBRK3528A · $152.8 tokens/s2.8 tokens/sRK3528A · $15
- 48Orange Pi CM4 2GBRK3566 · $402.79 tokens/s2.79 tokens/sRK3566 · $40
- 49Radxa ROCK 3C 2GBRK3566 · $402.69 tokens/s2.69 tokens/sRK3566 · $40
- 50Luckfox Aura 4GBRV1126B · $1012.67 tokens/s2.67 tokens/sRV1126B · $101
- 51Radxa Zero 3W 8GBRK3566 · $922.62 tokens/s2.62 tokens/sRK3566 · $92
- 52Banana Pi M4 Zero 4GBH618 · $1182.44 tokens/s2.44 tokens/sH618 · $118
- 53Libre Computer Le Potato 2GBS905X · $602.41 tokens/s2.41 tokens/sS905X · $60
- 54Orange Pi Zero 3 4GBH618 · $402.35 tokens/s2.35 tokens/sH618 · $40
- 55Orange Pi Zero 2W 4GBH618 · $402.31 tokens/s2.31 tokens/sH618 · $40
- 56Libre Computer Renegade 2GBRK3328 · $452.19 tokens/s2.19 tokens/sRK3328 · $45
- 57DEBIX Model C 2GBiMX 93 · $651.4 tokens/s1.4 tokens/siMX 93 · $65
- 58Banana Pi CM4 4GBA311D · $1041.35 tokens/s1.35 tokens/sA311D · $104
- 59Radxa ROCK 5B+ 16GBRK3588 · $1351.12 tokens/s1.12 tokens/sRK3588 · $135
- 60Radxa Cubie A7A 6GBA733 · $800.63 tokens/s0.63 tokens/sA733 · $80
- 61Libre Computer Renegade Elite 4GBRK3399 · $1000.42 tokens/s0.42 tokens/sRK3399 · $100
- 62Banana Pi M2S (S922X) 4GBS922X · $670.24 tokens/s0.24 tokens/sS922X · $67
- 63Radxa ROCK 5B 8GBRK3588 · $1600.21 tokens/s0.21 tokens/sRK3588 · $160
- 64ArmSoM Sige7 8GBRK3588 · $3120.2 tokens/s0.2 tokens/sRK3588 · $312
- 65Radxa ROCK 5A 4GBRK3588S · $1300.2 tokens/s0.2 tokens/sRK3588S · $130
- 66Radxa ROCK 5C 4GBRK3588S2 · $1660.2 tokens/s0.2 tokens/sRK3588S2 · $166
Frequently Asked Questions
What is the fastest single board computer in Ollama LLM (DeepSeek R1 1.5B)?
The Radxa Fogwise Airbox Q900 36GB currently tops our Ollama LLM (DeepSeek R1 1.5B) ranking with 23.7 (Tokens/s), measured on real hardware with our standardised test setup.
What is a good Ollama LLM (DeepSeek R1 1.5B) score for an SBC?
Across the 66 boards we have tested, Ollama LLM (DeepSeek R1 1.5B) results range from 0.2 to 23.7 (Tokens/s), with a median of 5.61. Anything above the median puts a board in the faster half of the market.
About Ollama LLM SBC Benchmark Rankings testing
This ranking shows how fast each board runs a large language model locally with Ollama. We use the DeepSeek R1 distilled models and run each one three times through the ollama-benchmark script, reporting the average generation speed (eval rate) in tokens per second: how quickly the answer appears, not counting prompt processing. Ollama runs on the CPU on these boards, so RAM size decides which models we can run: every board with around 2GB or more gets the 1.5B model, 8GB boards add the 8B model, and 16GB boards add 14B. Each model has its own ranking; switch between them above. Tokens per watt divides that speed by the board's peak power draw during the run, measured with a USB power meter, and tokens per dollar divides it by the board's current price. Higher is better for all three.