Token usage
Treat each model's daily call volume as a stock: the open, close, high and low are the intraday levels of that day's usage, and the volume bar is the tokens actually served. Rising volume on the way up means share is being taken; falling volume on the way down means it is being displaced. A static ranking cannot show that.
Daily candles
2026-11-03 close · index base 100Today's usage ranking
2026-11-03Index = daily volume ÷ baseline daily average × 100. A 10% rise in a model's index means its call volume rose 10% against the previous day.
| # | Model | Usage index | Change | Daily volume (B) | of network |
|---|---|---|---|---|---|
| 1 | gpt-oss-120b | 326.3 | +2.16% | 1,370 | 14.0% |
| 2 | Gemini 3.8 Flash | 327.5 | -4.65% | 1,113 | 11.4% |
| 3 | GPT-6.1 Sol | 369.6 | +0.12% | 1,109 | 11.3% |
| 4 | GLM-5.3 Flash | 454.4 | +0.70% | 1,091 | 11.2% |
| 5 | Claude Sonnet 5.5 | 211.6 | -0.99% | 550 | 5.6% |
| 6 | Qwen3.8 Max | 388.3 | -2.38% | 466 | 4.8% |
| 7 | GPT-6 Luna | 172.8 | -1.15% | 449 | 4.6% |
| 8 | DeepSeek V4.1 Flash | 78.2 | -3.94% | 438 | 4.5% |
| 9 | DeepSeek V4 Pro | 146.5 | +1.84% | 308 | 3.1% |
| 10 | Claude Opus 5.5 | 270.9 | +1.66% | 260 | 2.7% |
| 11 | Gemini 4 Argon | 155.5 | +6.01% | 249 | 2.5% |
| 12 | Kimi K3.1 Pro | 224.5 | +1.96% | 247 | 2.5% |
| 13 | GPT-6.1 Terra | 104.6 | -0.89% | 240 | 2.5% |
| 14 | Muse Wonder | 403.7 | +2.72% | 234 | 2.4% |
| 15 | GLM-5.3 | 164.6 | -1.26% | 214 | 2.2% |
| 16 | Gemma 4 31B | 114.2 | -0.94% | 206 | 2.1% |
| 17 | Qwen3.8 27B | 65.1 | +2.42% | 202 | 2.1% |
| 18 | MiniMax M3.1 Flash | 102.2 | +6.30% | 153 | 1.6% |
| 19 | Gemini 4 Carbon | 84.6 | -4.59% | 152 | 1.6% |
| 20 | Kimi K3 | 176.0 | -0.92% | 137 | 1.4% |
| 21 | Nemotron 3 Ultra | 169.7 | +0.36% | 109 | 1.1% |
| 22 | MiniMax M3 | 119.8 | -1.88% | 105 | 1.1% |
| 23 | Claude Haiku 5.5 | 50.9 | -0.93% | 97 | 1.0% |
| 24 | Step 5 Preview | 116.0 | +0.91% | 84 | 0.9% |
| 25 | Grok 4.7 | 78.5 | -2.34% | 71 | 0.7% |
| 26 | MiMo-V2.6 Pro | 68.5 | -0.23% | 66 | 0.7% |
| 27 | GPT-6 Astra | 110.7 | +2.21% | 46 | 0.5% |
| 28 | Claude Fable 5.1 | 54.4 | +1.53% | 14 | 0.1% |
How to read this chart
Read the trend, not a single day
One candle only shows a day's noise; the 30-day average (the yellow line) shows direction. Usage holding above the average usually means a migration is real; a single big green candle that fades back is usually noise from a promotion or a free-tier giveaway.
Read volume with price
The volume bars underneath are the tokens actually served that day. Index up with volume up is real share gain; index up without volume means the base period is misleading you.
It drops by itself at weekends
Business and developer traffic contracts sharply at weekends, so expect a run of short candles every week. Use the moving average for trend and do not read the weekend dip as falling demand.