Ranked by total token consumption across all models and providers.
| Rank | Name | Org | Total Tokens | Cost | Requests | Top Model |
|---|---|---|---|---|---|---|
| #1 | fangxm | LeTau | 1,348,936,836 | $986.11 | 15,734 | claude-opus-4-6 |
| #2 | Megan Torres | Layerform | 60,945,458 | $54.87 | 1,460 | claude-opus-4-6 |
| #3 | Nathan Cole | Arcline Labs | 52,207,171 | $50.91 | 1,254 | claude-opus-4-6 |
| #4 | Philip Tan | Novacore AI | 45,333,033 | $41.63 | 1,071 | gemini-3.1-pro |
| #5 | Derek Huang | — | 38,416,419 | $34.36 | 939 | gpt-5.4 |
| #6 | Corey Walsh | — | 24,379,372 | $21.51 | 563 | gpt-5.4 |
| #7 | Ruth Kaminski | Codex Labs | 22,228,801 | $20.26 | 554 | claude-opus-4-6 |
| #8 | Helen Cheng | Mosaic Research | 21,585,079 | $19.00 | 514 | claude-opus-4-6 |
| #9 | Raymond Liu | CloudBridge | 21,541,238 | $20.09 | 533 | gpt-5.4 |
| #10 | Victor Ngo | — | 20,534,352 | $16.42 | 520 | gpt-5.4 |
| #11 | Monica Vega | Synthesis Studio | 14,683,388 | $13.45 | 351 | claude-opus-4-6 |
| #12 | James Hartley | NeuralForge | 13,222,590 | $12.58 | 322 | gpt-5.4 |
| #13 | Karen Ostrowski | DataPulse | 12,210,916 | $10.33 | 274 | claude-opus-4-6 |
| #14 | Trevor Singh | — | 12,195,396 | $9.94 | 271 | gemini-3.1-pro |
| #15 | Lisa Nakamura | Brightpath AI | 12,072,973 | $10.05 | 282 | claude-opus-4-6 |
| #16 | Sandra Reeves | — | 10,300,732 | $8.57 | 252 | claude-opus-4-6 |
| #17 | Eric Johansson | — | 9,250,470 | $8.31 | 223 | gemini-3.1-pro |
| #18 | Sylvia Ortiz | — | 8,510,877 | $6.91 | 194 | gpt-5.4 |
| #19 | Keith Varma | — | 7,834,425 | $5.74 | 196 | gpt-5.4 |
| #20 | Angela Price | StackWave | 7,775,776 | $7.02 | 179 | gpt-5.4 |
| #21 | Pamela Strand | Netfield | 7,077,629 | $6.17 | 172 | claude-opus-4-6 |
| #22 | Martin Gruber | Loopback AI | 6,659,639 | $6.65 | 151 | gpt-5.4 |
| #23 | Russell Ahmed | — | 6,540,696 | $6.08 | 151 | gpt-5.4 |
| #24 | Beth Connolly | — | 6,348,080 | $4.66 | 136 | gemini-3.1-pro |
| #25 | Frank Yoon | — | 6,290,487 | $5.45 | 166 | gpt-5.4 |
| #26 | Brenda Nilsson | Circuitry | 6,072,476 | $5.33 | 140 | claude-opus-4-6 |
| #27 | Irene Bakker | VectorLab | 5,548,954 | $4.97 | 133 | claude-opus-4-6 |
| #28 | Dennis Park | — | 5,245,616 | $4.86 | 109 | gpt-5.4 |
| #29 | Wendy Lau | — | 5,063,228 | $3.93 | 121 | claude-opus-4-6 |
| #30 | Janet Leung | Frameset | 4,946,231 | $4.50 | 121 | claude-sonnet-4-6 |
| #31 | Howard Lin | — | 4,936,119 | $2.74 | 122 | deepseek-v3.1 |
| #32 | Glen Torres | — | 4,882,359 | $4.02 | 117 | gemini-3.1-pro |
| #33 | Larry Mendez | Gridline | 4,713,203 | $4.15 | 106 | gpt-5.4 |
| #34 | Diana Kowalczyk | Polymath AI | 4,409,612 | $3.58 | 114 | gemini-3.1-pro |
| #35 | Grace Shimizu | — | 4,383,261 | $4.00 | 103 | claude-opus-4-6 |
| #36 | Tony Cheung | — | 4,376,117 | $2.91 | 111 | gpt-5.4 |
| #37 | Julia Ramos | ArcticML | 3,980,150 | $3.90 | 88 | gpt-5.4 |
| #38 | Akash Mehra | Routesmith | 3,665,935 | $3.47 | 91 | gpt-5.4 |
| #39 | Craig Foster | — | 3,272,947 | $2.77 | 72 | gpt-5.4 |
| #40 | Carla Ferreira | InfraBlocks | 2,723,021 | $2.22 | 70 | gemini-3.1-pro |
| #41 | Donna Hayashi | — | 2,700,357 | $2.45 | 66 | gpt-5.4 |
| #42 | Calvin Wu | — | 2,633,665 | $1.58 | 49 | claude-opus-4-6 |
| #43 | Lorraine Chen | — | 2,607,154 | $2.10 | 49 | claude-opus-4-6 |
| #44 | Heather Strand | — | 2,509,552 | $2.10 | 58 | grok-3 |
| #45 | Elaine Dubois | — | 2,488,074 | $2.17 | 59 | claude-opus-4-6 |
| #46 | Oscar Lindberg | — | 2,428,969 | $2.24 | 56 | claude-opus-4-6 |
| #47 | Stuart Khan | — | 2,419,268 | $1.94 | 54 | claude-opus-4-6 |
| #48 | Ian McBride | Driftwood | 2,342,077 | $1.89 | 66 | gemini-3.1-pro |
| #49 | Perry Duval | — | 2,256,881 | $1.93 | 58 | gpt-5.4 |
| #50 | Dawn Rivera | — | 2,227,411 | $1.78 | 51 | gemini-3.1-pro |
| #51 | Rita Sousa | — | 2,144,325 | $1.65 | 44 | gemini-3.1-pro |
| #52 | Norman Patel | — | 2,041,088 | $1.70 | 59 | gpt-5.4 |
| #53 | Lester Fong | — | 2,034,092 | $2.24 | 51 | gpt-5.4 |
| #54 | Colleen Novak | — | 1,696,074 | $1.64 | 45 | gpt-5.4 |
| #55 | Marshall Guo | — | 1,501,406 | $1.15 | 34 | gemini-3.1-pro |
| #56 | Joel Eriksson | Turnkey Dev | 1,388,734 | $1.20 | 32 | gpt-5.4 |
| #57 | Hank Prasad | — | 1,370,977 | $1.10 | 35 | claude-opus-4-6 |
| #58 | Gina Moretti | Lattice Works | 1,344,321 | $1.00 | 38 | gemini-3.1-pro |
| #59 | Gordon Hertz | — | 1,256,382 | $0.91 | 33 | llama-4-maverick |
| #60 | Patty Hwang | — | 1,223,681 | $1.13 | 32 | gpt-5.4 |
| #61 | Boyd Saito | — | 1,193,892 | $0.85 | 27 | gemini-3.1-pro |
| #62 | Vernon Lim | FluxAI | 1,188,852 | $0.99 | 30 | claude-opus-4-6 |
| #63 | Tammy Holloway | Edgepoint | 1,094,378 | $1.05 | 25 | gpt-5.4 |
| #64 | Cynthia Rao | — | 1,027,310 | $0.53 | 20 | deepseek-v3.1 |
| #65 | Vivian Cho | — | 913,295 | $0.86 | 27 | gemini-3.1-pro |
| #66 | Ralph Okada | Frostbyte | 858,628 | $0.81 | 20 | gpt-5.4 |
| #67 | Joan Dietrich | — | 855,920 | $0.86 | 23 | gpt-5.4 |
| #68 | Wesley Tham | Clearpath | 827,101 | $0.59 | 24 | gemini-3.1-pro |
| #69 | Marie Andersen | Cloudmill | 767,775 | $0.54 | 15 | claude-opus-4-6 |
| #70 | Gilbert Cruz | — | 695,857 | $0.73 | 15 | gpt-5.4 |
| #71 | Darrell Oh | — | 631,469 | $0.30 | 14 | claude-opus-4-6 |
| #72 | Dwight Koh | — | 526,953 | $0.36 | 11 | grok-code-fast |
| #73 | Bonnie Sharif | — | 440,173 | $0.40 | 12 | gpt-5.4 |
| #74 | Gladys Svensson | — | 382,196 | $0.34 | 9 | claude-opus-4-6 |
| #75 | Clifford Ng | — | 353,936 | $0.24 | 11 | gpt-5.4 |
| #76 | Harriet Gomez | — | 303,559 | $0.22 | 10 | gemini-3.1-pro |
| #77 | Floyd Tanaka | — | 232,274 | $0.22 | 5 | claude-opus-4-6 |
| #78 | Wanda Petrov | — | 194,673 | $0.12 | 4 | claude-opus-4-6 |
| #79 | Faye Larkin | — | 189,434 | $0.16 | 5 | gemini-3.1-pro |
| #80 | Arnold Yip | — | 139,358 | $0.12 | 3 | gemini-3.1-pro |
| #81 | Terrence Bai | — | 128,475 | $0.16 | 5 | claude-opus-4-6 |
| #82 | Naomi Jansen | — | 119,146 | $0.09 | 4 | claude-opus-4-6 |
| #83 | Muriel Park | — | 92,914 | $0.07 | 4 | gemini-3.1-pro |
| #84 | Doris Kemp | — | 45,300 | $0.01 | 3 | gemini-3.1-flash-lite |