Inference · provider standings

The people whose machines measured every model here.

Ranked on points from signed work: 1 per run, 3 per best result held, 10 per model measured first anywhere.

36providers · 36 machines

7online now

724signed runs

+27219points this week

This week's podium · points from signed work

Every number signed by the machine that measured it — check any one in your browser
Open data: table.json · built 2026-11-12 18:03 UTC
Every version, in git history
How it is measured

Put your machine on the board Install a gram on a laptop, a desktop or a rented box. It measures the catalog by itself; every signed run is a point.20 grams have no owner yet Running a gram on Kaggle or a server? Get a code and claim it: its results, past and future, count under your name.How points are scored 1 per signed run, 3 per best result held, 10 per model measured first, and how each number is checked.

Pos	Provider	Machinesas each benchmarked itself	Pointsthis week	Gap	Signed runslast 30 days	Best held	Firsts	Last signed
1–	Gram ·e61d3boffline · Netherlands	Linux · 2× Tesla T4 15 GB each · 4 CPUs · 31 GB RAM	702+0	leader	95	49	46	12 days ago
2–	Gram ·acbe75offline	Linux · no GPU · 4 CPUs · 31 GB RAM	614+0	−88	45	43	44	18 days ago
3▲28	Gram ·dae679offline · Singapore · claimed	Linux · NVIDIA L4 22 GB · 12 CPUs · 53 GB RAM	395+987	−307	77	36	21	5 days ago
4▼1	Gram ·afbb8aoffline · Delhi, Delhi	macOS · Apple M4 · 10 CPUs · 16 GB RAM	358+0	−344	44	18	26	10 days ago
5▼1	Gram ·a5be46offline · The Dalles, Oregon	Linux · 2× Tesla T4 15 GB each · 4 CPUs · 31 GB RAM	329+0	−373	96	31	14	7 days ago
6▼1	Gram ·e3654foffline · Netherlands	Linux · no GPU · 4 CPUs · 31 GB RAM	306+0	−396	49	19	20	13 days ago
7▲23	Gram ·84bf54offline · Bhubaneswar, Odisha · claimed	Windows · NVIDIA GeForce RTX 3080 Ti 12 GB · 16 CPUs · 16 GB RAM	278+654	−424	53	35	12	2 days ago
8▲28	Gram ·9e3c79offline · Bengaluru North, Karnataka · claimed	Windows · Intel(R) UHD Graphics 730 2 GB · 8 CPUs · 16 GB RAM	259+12949	−443	68	17	14	within the hour
9▲26	Gram ·662a4eonline · Australia · claimed	Linux · no GPU · 4 CPUs · 31 GB RAM	166+4775	−536	34	14	9	within the hour
10▲24	Gram ·d68672online · Bhubaneswar, Odisha · claimed	macOS · apple · 4 CPUs · 8 GB RAM	98+4503	−604	25	11	4	within the hour
11▲21	Gram ·2e5c02online · Hyderabad, Telangana · claimed	Windows · Intel(R) Iris(R) Xe Graphics 1 GB · 8 CPUs · 16 GB RAM	77+1088	−625	35	14	0	within the hour
12▲21	Gram ·4e94b2online · The Dalles, Oregon · claimed	Linux · no GPU · 4 CPUs · 31 GB RAM	75+2042	−627	11	8	4	within the hour
13▼7	Gram ·d061c9offline · Bengaluru, Karnataka	Windows · AMD Radeon(TM) Vega 8 Mobile Graphics 1 GB · 8 CPUs · 7 GB RAM	72+0	−630	17	5	4	14 days ago
14▼7	Gram ·9a1db0offline	Windows · no GPU · 12 CPUs · 7 GB RAM	60+0	−642	8	4	4	51 days ago
15▼7	Gram ·0548a8offline	macOS · Apple M1 · 8 CPUs · 8 GB RAM	58+0	−644	9	3	4	35 days ago
16▼7	Gram ·0c5265offline	macOS · no GPU · 8 CPUs · 8 GB RAM	58+0	−644	8	0	5	35 days ago
17▼7	Gram ·53b229offline · Bengaluru, Karnataka	Windows · NVIDIA GeForce RTX 3050 Laptop GPU 4 GB · 12 CPUs · 16 GB RAM	28+0	−674	6	4	1	10 days ago
18▼7	Gram ·c76d30offline · TW 110	Linux · 2× Tesla T4 15 GB each · 4 CPUs · 31 GB RAM	27+0	−675	5	4	1	9 days ago
19▲9	Gram ·970094offline · India · claimed	ios · no GPU · 6 CPUs	25+41	−677	5	0	2	yesterday
20▼8	Gram ·12954doffline	Windows · NVIDIA GeForce GTX 1650 4 GB · 8 CPUs · 8 GB RAM	23+0	−679	4	3	1	17 days ago
21▼8	Gram ·5ac377offline · Australia	Linux · no GPU · 4 CPUs · 31 GB RAM	11+0	−691	1	0	1	13 days ago
22▼8	Gram ·e189d2offline · Netherlands	Linux · NVIDIA RTX PRO 6000 Blackwell Server Edition 95 GB · 48 CPUs · 177 GB RAM	10+0	−692	4	2	0	9 days ago
23▼8	Gram ·e78fd2offline	Linux · Tesla T4 15 GB · 4 CPUs · 31 GB RAM	8+0	−694	2	2	0	24 days ago
24▲5	Gram ·92d334online · India · claimed	ios · no GPU · 5 CPUs	6+180	−696	6	0	0	8 h ago
25▼9	Gram ·73d610offline · Australia	Linux · no GPU · 4 CPUs · 31 GB RAM	4+0	−698	1	1	0	13 days ago
26▼9	Gram ·198875offline · United States · claimed	Linux · no GPU · 4 CPUs · 31 GB RAM	3+0	−699	3	0	0	13 days ago
27▼9	Gram ·fe1194offline · The Dalles, Oregon · claimed	Linux · no GPU · 4 CPUs · 31 GB RAM	3+0	−699	3	0	0	13 days ago
28▼9	Gram ·15d9e9offline	no GPU	3+0	−699	3	0	0	—
29▼9	Gram ·20d457offline · Zaventem, Vlaams-Brabant · claimed	Linux · no GPU · 4 CPUs · 31 GB RAM	1+0	−701	1	0	0	13 days ago
30▼9	Gram ·7e05a1offline · United States · claimed	Linux · no GPU · 4 CPUs · 31 GB RAM	1+0	−701	1	0	0	13 days ago
31▼9	Gram ·0da967offline · Zaventem, Vlaams-Brabant · claimed	Linux · no GPU · 4 CPUs · 31 GB RAM	1+0	−701	1	0	0	13 days ago
32▼9	Gram ·75e1ccoffline · Council Bluffs, Iowa · claimed	Linux · no GPU · 4 CPUs · 31 GB RAM	1+0	−701	1	0	0	13 days ago
33▼9	Gram ·d83701offline · Australia	Linux · no GPU · 4 CPUs · 31 GB RAM	1+0	−701	1	0	0	13 days ago
34▼9	Gram ·748763offline · The Dalles, Oregon	Linux · no GPU · 4 CPUs · 31 GB RAM	1+0	−701	1	0	0	13 days ago
35▼9	Gram ·a5b1daonline · AM 0002	macOS · Apple M1 · 8 CPUs · 16 GB RAM	1+0	−701	1	0	0	—
36▼9	Gram ·c52689online · Hyderabad, Telangana · claimed	Linux · no GPU · 2 CPUs · 1 GB RAM	0+0	−702	0	0	0	—

Points: 1 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 in the network to measure. ▲▼ is the change since the standings a week ago. A claimed provider shows the owner’s name and photo; an unclaimed gram shows the last six characters of its key.

The points race, week by week

Points at the end of each week, from the week before anything moved · best results are counted as held today, because their history is not recorded yet

Strongest cards

fp16 TFLOP/s, as each card benchmarked and signed itself

Gram ·e189d2372.6 TFLOP/sNVIDIA RTX PRO 6000 Blackwell Server Edition
Gram ·84bf5459.8 TFLOP/sNVIDIA GeForce RTX 3080 Ti
Gram ·dae67952.7 TFLOP/sNVIDIA L4
Gram ·a5be4624.5 TFLOP/sTesla T4
Gram ·c76d3021.6 TFLOP/sTesla T4

First to measure

Models they were the first machine anywhere to measure · 10 pts each

Best results held

Builds where theirs is the fastest result on that kind of machine · 3 pts each

Cheapest million tokens

Lowest metered price of any result they hold, on their own machine

Gram ·e3654f$0.03Forge-1-Mini
Gram ·e61d3b$0.05Forge-1-Mini
Gram ·a5be46$0.56Qwen2.5 0.5B Instruct
Gram ·84bf54$0.63DeepSeek-OCR 2 Base
Gram ·dae679$0.63FunctionGemma 270M

Where the machines are

From the pincode each gram signed with its benchmarks, placed at the centre of that pincode's baked region on the network's own map; then by state.

Dots sit at the centre of each machine's baked region (grey: every region the network has a map of); size is signed runs. Click one to walk the region. Not on a baked map yet: Gram ·dae679, Gram ·a5be46 · The Dalles, Gram ·2e5c02 · Hyderabad, Gram ·4e94b2 · The Dalles, Gram ·970094, Gram ·92d334, Gram ·fe1194 · The Dalles, Gram ·7e05a1, Gram ·748763 · The Dalles, Gram ·c52689 · Hyderabad.

Netherlands148 signed · 3 machines

city not published

Oregon111 signed · 4 machines

The Dalles

Karnataka91 signed · 3 machines

Bengaluru · Bengaluru North

Odisha78 signed · 2 machines

Bhubaneswar

Singapore77 signed · 1 machine

city not published

Delhi44 signed · 1 machine

Delhi

Australia37 signed · 4 machines

city not published

Telangana35 signed · 2 machines

Hyderabad

India11 signed · 2 machines

city not published

TW 1105 signed · 1 machine

city not published

United States4 signed · 2 machines

city not published

Vlaams-Brabant2 signed · 2 machines

Zaventem

AM 00021 signed · 1 machine

city not published

Iowa1 signed · 1 machine

Council Bluffs

645 signed measurements from 29 machines across 14 states. Placement is what each node signed into its own proof snapshot — not a geolocation, and not a coordinate anyone here looked up.

Least carbon per million tokens

Median over every model each machine signed energy for, × its grid average · fewer grams is better

Gram ·e189d2132 g2.23 J/tok
Gram ·acbe75293 g2.23 J/tok
Gram ·e61d3b346 g5.85 J/tok
Gram ·73d610438 g3.33 J/tok
Gram ·dae679438 g3.33 J/tok

Machines on the network

Every gram that signed a result, by what does the work

intel CPU only12
nvidia GPU9
other CPU only5
apple silicon5
intel GPU2
amd CPU only2
amd GPU1