P6 of 36 ▼1 · 306 pts
last signed 13 days agonot claimed yetNetherlands1 machineearliest result held 2026-10-28
Points
306
396 behind P1
Signed runs
49
23 in 30 days
Builds measured
49
Best results held
19
3 pts each
Firsts
20
10 pts each
Rooms
0
Carbon per M tokens
1.0 kg
median · modelled · EU grid average (applied to NL)
Gram ·e3654f is P6 of 36 on the 50GRAMx provider standings with 306 points, from 49 signed runs on 1 machine in Netherlands. Their fastest signed result is Forge-1-Mini at 1075 tokens per second. They hold the network's best result on 19 builds and were the first machine anywhere to measure 20. Every number is signed by the machine that measured it.
Fastest models on their machines
Output tokens per second, signed · higher is better
Llama 3.2 1B11 tok/s
Hunyuan MT 2 30B-A3B5 tok/s4-bit by tencent
OpenAI-gpt-oss-20B-Claude-4.5-Opus-Heretic-Uncensored5 tok/s4-bit by mradermacher
Kimi Linear 48B-A3B5 tok/s4-bit by bartowski
gpt-oss 20B5 tok/s4-bit by unslothopenai_gpt-oss-20b-GGUF-MXFP4-Experimental4 tok/s4-bit by bartowski
Huihui-Qwen3.6-35B-A3B-abliterated-MTP-GGUF4 tok/s6-bit by huihui-ai
GLM-4.7 Flash4 tok/s4-bit by unsloth
gpt-oss-20b-Derestricted3 tok/s5-bit by MaziyarPanahiA million tokens here
Metered on their machine · OpenRouter price beside it where one is sold
Forge-1-Mini$0.03no API sells itLlama 3.2 1B$2.66OpenRouter $0.20OpenAI-gpt-oss-20B-Claude-4.5-Opus-Heretic-Uncensored$8.26no API sells itHunyuan MT 2 30B-A3B$8.31OpenRouter $0.29gpt-oss 20B$8.63OpenRouter $0.13openai_gpt-oss-20b-GGUF-MXFP4-Experimental$9.22OpenRouter $0.13Kimi Linear 48B-A3B$11no API sells itHuihui-Qwen3.6-35B-A3B-abliterated-MTP-GGUF$12OpenRouter $0.90GLM-4.7 Flash$13OpenRouter $0.40gpt-oss-20b-Derestricted$13no API sells itWhat they measured, by family
Signed runs per model family
Every part as the gram benchmarked and signed it.
CPU only
linux · x86_64
CPU
Intel Xeon @ 2.2 GHz
2 cores / 4 threads · 55 MB L3 · 168 hashes/s all cores
Memory
31.3 GB
0.2 GB/s · 161.5 ns latency
Disk
overlayfs
2984 MB/s read · 2 MB/s write · 281724 IOPS
Where
Netherlands
Against every machine on the network
Linux · no GPU · 4 CPUs · 31 GB RAM. Every part is benchmarked and signed by the machine itself.
49 signed runs across 49 builds; 23 in the last 30 days.
Forge-1-Mini at 1075 tokens per second, signed.
1 point per signed run, 3 per build where the provider holds the network’s fastest result on that kind of machine, 10 per model they were first to measure.
Yes. Each run publishes the exact bytes the machine signed and its signature; “verify this yourself” checks it in your browser against the machine’s own key.
The seasons table, narrowed to this provider’s signed runs: speed and cost on their machines, next to what OpenRouter charges, the checks each model passed, and its licence.
| parameters | tokens/sec | proved | per M tokens | per M tokens | Verdict | ||||
|---|---|---|---|---|---|---|---|---|---|
Text & chat · by openai8 builds · 5 variants | 20B | 10.8 GB | 4.64 CPUs, no GPU· Kaggle | 128k | 8 + 18 lang | $8.63metered | $0.1311 providers | Anyone | API 66× cheaper |
Text & chat · by zai-org3 builds · 2 variants | ≈28B | 15.7 GB | 3.54 CPUs, no GPU | 128k | 8 + 16 lang | $13metered | $0.402 providers | Anyone | API 31× cheaper |
Text & chat · by moonshotai1 build | 48B3B active | 28 GB | 4.84 CPUs, no GPU | 4k | 7 + 9 lang | $11metered | not sold | Anyone | only on this network |
 Text & chat · by CohereLabs5 builds | ≈31B | 17.2 GB | 3.24 CPUs, no GPU | 4k | 7 + 9 lang | $14metered | not sold | Anyone | only on this network |
Text & chat · by meta-llama11 builds | 1.2B | 0.8 GB | 114 CPUs, no GPU | 32k | 5 + 8 lang | $2.66metered | $0.201 provider | Anyone | API 13× cheaper |
Text & chat · by tencent3 builds · 1 variant | 30B3B active | 15.8 GB | 5.44 CPUs, no GPU | 4k | 5 + 10 lang | $8.31metered | $0.291 provider | Anyone | API 28× cheaper |
Text & chat · by north-ml12 builds | — | — | 10754 CPUs, no GPU | — | 1 | $0.03metered | not sold | Anyone | only on this network |
 Text to speech · by SWivid1 build | 150M | 0.6 GB | ran, not timed | — | 1 | — | not sold | Own machines only | only on this network |
Text to speech · by hexgrad1 build | — | 0.3 GB | ran, not timed | — | 1 + 1 lang | — | not sold | Not checked | only on this network |
 Text to speech · by facebook1 build | 40M | 0.1 GB | ran, not timed | — | 1 | — | not sold | Own machines only | only on this network |
Text to speech · by facebook1 build | 40M | 0.1 GB | ran, not timed | — | 1 | — | not sold | Own machines only | only on this network |
Text to speech · by facebook1 build | 40M | 0.1 GB | ran, not timed | — | 1 | — | not sold | Own machines only | only on this network |
Text to speech · by facebook1 build | 40M | 0.1 GB | ran, not timed | — | 1 | — | not sold | Own machines only | only on this network |
Text to speech · by facebook1 build | 40M | 0.1 GB | ran, not timed | — | 1 | — | not sold | Own machines only | only on this network |
Text to speech · by facebook1 build | 40M | 0.1 GB | ran, not timed | — | 1 | — | not sold | Own machines only | only on this network |
Text to speech · by facebook1 build | 40M | 0.1 GB | ran, not timed | — | 1 | — | not sold | Own machines only | only on this network |
Text to speech · by facebook1 build | 40M | 0.1 GB | ran, not timed | — | 1 | — | not sold | Own machines only | only on this network |
Text to speech · by facebook1 build | 40M | 0.1 GB | ran, not timed | — | 1 | — | not sold | Own machines only | only on this network |
Text to speech · by facebook1 build | 40M | 0.1 GB | ran, not timed | — | 1 | — | not sold | Own machines only | only on this network |
Text to speech · by facebook1 build | 40M | 0.1 GB | ran, not timed | — | 1 | — | not sold | Own machines only | only on this network |
Text to speech · by facebook1 build | 40M | 0.1 GB | ran, not timed | — | 1 | — | not sold | Own machines only | only on this network |
Speech to text · by UsefulSensors1 build | — | 0.2 GB | ran, not timed | — | 1 + 1 lang | — | not sold | Anyone | only on this network |
Speech to text · by UsefulSensors1 build | — | 0.1 GB | ran, not timed | — | 1 + 1 lang | — | not sold | Anyone | only on this network |
 Speaker recognition · by speechbrain1 build | 20M | 0.1 GB | ran, not timed | — | 1 | — | not sold | Anyone | only on this network |
Speech to text · by openai1 build | 240M | 0.9 GB | ran, not timed | — | 1 + 6 lang | — | not sold | Anyone | only on this network |
Speech to text · by vasista221 build | 240M | 0.9 GB | ran, not timed | — | 1 + 1 lang | — | not sold | Anyone | only on this network |
Speech to text · by vasista221 build | 240M | 0.9 GB | ran, not timed | — | 1 + 1 lang | — | not sold | Anyone | only on this network |
Speech to text · by vasista221 build | 240M | 0.9 GB | ran, not timed | — | 1 + 1 lang | — | not sold | Anyone | only on this network |
 Text & chat · by Qwen3 builds · 1 variant | 9B | 5.3 GB | 2.4machine not reported | — | — | — | $0.116 providers | Anyone | measured |
 Translation · by google1 build | 3B | 11 GB | ran, not timed | — | 0 + 10 lang | — | not sold | Anyone | only on this network |
Translation · by facebook1 build | 1.3B | 5.1 GB | ran, not timed | — | 0 + 12 lang | — | not sold | Own machines only | only on this network |
Translation · by facebook1 build | 600M | 2.3 GB | ran, not timed | — | 0 + 12 lang | — | not sold | Own machines only | only on this network |
Translation · by sarvamai1 build | 4B | 8 GB | ran, not timed | — | 0 + 13 lang | — | $0.102 providers | Anyone | measured |
