SigRank Platform Board

Source: raw-data.csv platform_breakdown · 1628 operators · CC-BY 4.0 · 2026-08-11

Sorted by total platform tokens (descending). Each platform counts every operator who uses it, not just primary.

Platform Raw — Token Volume & Cost

Platform	Ops	Volume	Tokens Sum	Median	P25	P75	Cost Sum	Cost Median	Models Med
other	869	9007.65T	9007645991382800	12.32M	557.3K	116.19M	$1.32M	$1.02	2
anthropic	1477	28.34T	28338885644212	1.84B	313.31M	7.02B	$265.62M	$1.56K	6
openai	1427	17.94T	17943907752167	1.50B	231.19M	7.09B	$24.38M	$886.06	6
unknown	584	6.58T	6575986322775	6.63M	246.5K	60.34M	$16.84M	$0.00	1
zhipu	701	483.68B	483684504483	45.53M	3.77M	281.59M	$304.31K	$11.09	2
deepseek	421	353.94B	353943132599	60.15M	4.06M	344.61M	$2.18M	$1.60	2
google	1010	304.31B	304310947658	29.47M	3.32M	157.71M	$214.33K	$13.11	4
minimax	649	264.05B	264052041898	18.61M	1.95M	133.83M	$26.02K	$0.80	2
moonshot	573	247.81B	247810814878	38.54M	5.39M	232.95M	$4.33M	$10.19	2
xiaomi	256	110.64B	110636587115	29.36M	3.65M	196.44M	$2.19M	$0.73	2
alibaba	394	90.35B	90347812379	4.58M	396.7K	40.15M	$39.77K	$0.56	2
xai	405	70.91B	70912966232	5.44M	653.0K	42.97M	$7.29K	$0.77	1
nvidia	169	2.89B	2891822242	1.39M	224.2K	6.34M	$623.52	$0.02	1
mistral	44	1.28B	1284108882	428.7K	51.6K	5.59M	$381.12	$0.09	1
bytedance	11	92.71M	92708642	913.3K	653.8K	11.00M	$3.12	$0.00	1
cohere	1	5.03M	5026492	5.03M	5.03M	5.03M	$1.17	$1.17	2
tencent	1	2.82M	2819606	2.82M	2.82M	2.82M	$0.00	$0.00	1

Platform

Ops

Volume

Tokens Sum

Median

P25

P75

Cost Sum

Cost Median

Models Med

other

869

9007.65T

9007645991382800

12.32M

557.3K

116.19M

$1.32M

$1.02

anthropic

1477

28.34T

28338885644212

1.84B

313.31M

7.02B

$265.62M

$1.56K

openai

1427

17.94T

17943907752167

1.50B

231.19M

7.09B

$24.38M

$886.06

unknown

584

6.58T

6575986322775

6.63M

246.5K

60.34M

$16.84M

$0.00

zhipu

701

483.68B

483684504483

45.53M

3.77M

281.59M

$304.31K

$11.09

deepseek

421

353.94B

353943132599

60.15M

4.06M

344.61M

$2.18M

$1.60

google

1010

304.31B

304310947658

29.47M

3.32M

157.71M

$214.33K

$13.11

minimax

649

264.05B

264052041898

18.61M

1.95M

133.83M

$26.02K

$0.80

moonshot

573

247.81B

247810814878

38.54M

5.39M

232.95M

$4.33M

$10.19

xiaomi

256

110.64B

110636587115

29.36M

3.65M

196.44M

$2.19M

$0.73

alibaba

394

90.35B

90347812379

4.58M

396.7K

40.15M

$39.77K

$0.56

xai

405

70.91B

70912966232

5.44M

653.0K

42.97M

$7.29K

$0.77

nvidia

169

2.89B

2891822242

1.39M

224.2K

6.34M

$623.52

$0.02

mistral

1.28B

1284108882

428.7K

51.6K

5.59M

$381.12

$0.09

bytedance

92.71M

92708642

913.3K

653.8K

11.00M

$3.12

$0.00

cohere

5.03M

5026492

5.03M

$1.17

tencent

2.82M

2819606

2.82M

$0.00

Platform Raw — Operator Aggregate Stats (Median)

Platform	Ops	Total Med	Input Med	Output Med	Cache Read Med	Cache Write Med	Reasoning Med	Days Med	Sessions Med
other	869	6.36B	400.98M	30.17M	5.66B	74.24M	3.56M	104	371
anthropic	1477	5.69B	228.88M	25.32M	5.04B	87.63M	2.16M	90	259
openai	1427	5.85B	260.17M	26.20M	5.33B	80.12M	2.69M	92	253
unknown	584	11.20B	610.46M	53.17M	9.93B	155.79M	6.19M	133	1897
zhipu	701	7.17B	490.13M	33.84M	6.00B	84.27M	3.95M	107	519
deepseek	421	6.08B	476.29M	28.52M	4.92B	37.68M	4.12M	102	880
google	1010	7.07B	349.72M	32.17M	6.23B	97.97M	3.56M	103	280.5
minimax	649	6.32B	439.66M	29.66M	5.52B	74.24M	4.09M	106	464
moonshot	573	6.55B	507.53M	30.48M	5.63B	75.44M	4.37M	112	570
xiaomi	256	5.47B	473.74M	27.32M	4.62B	32.02M	4.00M	103	936.5
alibaba	394	6.80B	562.50M	32.68M	5.94B	68.43M	4.19M	108	633
xai	405	9.89B	602.54M	45.38M	8.57B	105.64M	5.98M	127	684
nvidia	169	7.76B	536.41M	34.23M	6.15B	35.87M	5.24M	116	1282
mistral	44	6.50B	667.15M	24.49M	5.18B	32.70M	3.21M	106	300.5
bytedance	11	7.81B	507.57M	33.60M	5.33B	97.30M	2.41M	84	725
cohere	1	13.54B	2.62B	48.45M	10.53B	337.22M	4.74M	122	2159
tencent	1	37.63B	14.44B	200.32M	22.93B	13.00M	49.94M	161	268

Platform

Ops

Total Med

Input Med

Output Med

Cache Read Med

Cache Write Med

Reasoning Med

Days Med

Sessions Med

other

869

6.36B

400.98M

30.17M

5.66B

74.24M

3.56M

104

371

anthropic

1477

5.69B

228.88M

25.32M

5.04B

87.63M

2.16M

259

openai

1427

5.85B

260.17M

26.20M

5.33B

80.12M

2.69M

253

unknown

584

11.20B

610.46M

53.17M

9.93B

155.79M

6.19M

133

1897

zhipu

701

7.17B

490.13M

33.84M

6.00B

84.27M

3.95M

107

519

deepseek

421

6.08B

476.29M

28.52M

4.92B

37.68M

4.12M

102

880

google

1010

7.07B

349.72M

32.17M

6.23B

97.97M

3.56M

103

280.5

minimax

649

6.32B

439.66M

29.66M

5.52B

74.24M

4.09M

106

464

moonshot

573

6.55B

507.53M

30.48M

5.63B

75.44M

4.37M

112

570

xiaomi

256

5.47B

473.74M

27.32M

4.62B

32.02M

4.00M

103

936.5

alibaba

394

6.80B

562.50M

32.68M

5.94B

68.43M

4.19M

108

633

xai

405

9.89B

602.54M

45.38M

8.57B

105.64M

5.98M

127

684

nvidia

169

7.76B

536.41M

34.23M

6.15B

35.87M

5.24M

116

1282

mistral

6.50B

667.15M

24.49M

5.18B

32.70M

3.21M

106

300.5

bytedance

7.81B

507.57M

33.60M

5.33B

97.30M

2.41M

725

cohere

13.54B

2.62B

48.45M

10.53B

337.22M

4.74M

122

2159

tencent

37.63B

14.44B

200.32M

22.93B

13.00M

49.94M

161

268

Platform Metrics — Derived Analytical

Platform	Ops	Yield Med	Yield P25	Yield P75	SNR Med	Leverage Med	Velocity Med	Compress Med	Tok/Day Med
other	869	1.151	0.298	3.600	0.0692	14.40	0.07	0.985	64.74M
anthropic	1477	2.177	0.657	15.906	0.0947	22.75	0.10	0.979	69.63M
openai	1427	1.678	0.546	7.247	0.0827	18.51	0.09	0.984	69.00M
unknown	584	1.617	0.461	4.946	0.0833	17.41	0.09	0.984	90.36M
zhipu	701	0.969	0.239	3.180	0.0661	13.59	0.07	0.986	75.36M
deepseek	421	0.827	0.194	2.080	0.0602	12.53	0.06	0.992	61.45M
google	1010	1.379	0.374	5.251	0.0752	16.64	0.08	0.984	76.94M
minimax	649	0.883	0.220	2.625	0.0632	12.65	0.07	0.986	64.85M
moonshot	573	0.843	0.211	2.450	0.0619	12.30	0.07	0.986	65.52M
xiaomi	256	0.599	0.163	1.847	0.0570	10.22	0.06	0.991	54.84M
alibaba	394	0.814	0.191	2.711	0.0613	12.20	0.07	0.987	76.28M
xai	405	1.062	0.259	3.109	0.0687	14.55	0.07	0.985	81.22M
nvidia	169	0.547	0.145	1.725	0.0510	9.60	0.05	0.993	65.52M
mistral	44	0.411	0.131	1.436	0.0402	8.74	0.04	0.993	81.39M
bytedance	11	0.308	0.060	1.089	0.0476	7.94	0.05	0.991	62.98M
cohere	1	0.074	0.074	0.074	0.0182	4.02	0.02	0.969	111.02M
tencent	1	0.022	0.022	0.022	0.0137	1.59	0.01	0.999	233.71M

Platform

Ops

Yield Med

Yield P25

Yield P75

SNR Med

Leverage Med

Velocity Med

Compress Med

Tok/Day Med

other

869

1.151

0.298

3.600

0.0692

14.40

0.07

0.985

64.74M

anthropic

1477

2.177

0.657

15.906

0.0947

22.75

0.10

0.979

69.63M

openai

1427

1.678

0.546

7.247

0.0827

18.51

0.09

0.984

69.00M

unknown

584

1.617

0.461

4.946

0.0833

17.41

0.09

0.984

90.36M

zhipu

701

0.969

0.239

3.180

0.0661

13.59

0.07

0.986

75.36M

deepseek

421

0.827

0.194

2.080

0.0602

12.53

0.06

0.992

61.45M

google

1010

1.379

0.374

5.251

0.0752

16.64

0.08

0.984

76.94M

minimax

649

0.883

0.220

2.625

0.0632

12.65

0.07

0.986

64.85M

moonshot

573

0.843

0.211

2.450

0.0619

12.30

0.07

0.986

65.52M

xiaomi

256

0.599

0.163

1.847

0.0570

10.22

0.06

0.991

54.84M

alibaba

394

0.814

0.191

2.711

0.0613

12.20

0.07

0.987

76.28M

xai

405

1.062

0.259

3.109

0.0687

14.55

0.07

0.985

81.22M

nvidia

169

0.547

0.145

1.725

0.0510

9.60

0.05

0.993

65.52M

mistral

0.411

0.131

1.436

0.0402

8.74

0.04

0.993

81.39M

bytedance

0.308

0.060

1.089

0.0476

7.94

0.05

0.991

62.98M

cohere

0.074

0.0182

4.02

0.02

0.969

111.02M

tencent

0.022

0.0137

1.59

0.01

0.999

233.71M

DOI: 10.5281/zenodo.21876660 Zenodo v3.0 CC-BY 4.0 ORCID 0009-0002-9904-5390 SigRank MO§ES™

McHenry, D. J. (2026). SigRank Two-Axis Operator Taxonomy: Finalized Datasets and Analytics Dashboards (v3.0) [Dataset]. Zenodo. https://doi.org/10.5281/zenodo.21876660

SigRank Platform Board — 17 Platforms

Platform Raw — Token Volume & Cost

Platform Raw — Operator Aggregate Stats (Median)

Platform Metrics — Derived Analytical