Unboxing the AI Stack
L07 · Tokens & Economics · Ranking · Top 20

Most-Used AI Models on OpenRouter by Weekly Tokens

The 20 models that processed the most tokens through OpenRouter in the seven days to Oct 12, 2026, by OpenRouter’s own count. DeepSeek V4.1 Flash led with 40.53 trillion; seven of the top ten have open weights on Hugging Face.

Tokens processed on OpenRouter, week to Oct 12, 2026 trillions

DeepSeek V4.1 Flash40.53
GLM 5.3 Flash12.67
Step 5 Preview12.09
MiMo-V2.6-Flash11.54
Hy4 preview8.31
Nemotron 3 Ultra (free)7.17
GPT-6 Luna7.11
Claude Opus 5.55.35

Measured by OpenRouter on its own traffic; prompt + completion tokens, each in the model's native tokenizer

Chart: the eight most-used models on OpenRouter in the seven days to Oct 12, 2026, by tokens processed; bars relative to #1, DeepSeek V4.1 Flash.

As of All figures measured by OpenRouter on its own trafficTrailing seven days of UTC daily buckets; retrieved Oct 13, 2026

Most-Used AI Models on OpenRouter by Weekly Tokens, seven days to 2026-10-12
Rank Model Maker Weekly tokens (T) Relative to #1 Prompt (T) Completion (B) Change vs prior week (%) Tier Open weights Figure
1 DeepSeek V4.1 Flash16deepseek/deepseek-v4.1-flash DeepSeek 40.53 39.73 805 +43 Standard YesMIT (Hugging Face) Measured
2 GLM 5.3 Flash17z-ai/glm-5.3-flash Z.ai 12.67 12.20 470 +26 Standard YesMIT (Hugging Face) Measured
3 Step 5 Preview18stepfun/step-5-preview StepFun 12.09 12.02 68 new Preview Not listed Measured
4 MiMo-V2.6-Flash19xiaomi/mimo-v2.6-flash Xiaomi 11.54 11.40 137 +19 Standard YesMIT (Hugging Face) Measured
5 Hy4 preview110tencent/hy4-preview Tencent 8.31 8.24 78 +31 Preview YesApache-2.0 (Hugging Face) Measured
6 Nemotron 3 Ultra (free)111nvidia/nemotron-3-ultra-550b-a55b:free NVIDIA 7.17 7.14 32 +30 Free variant YesOther (Hugging Face) Measured
7 GPT-6 Luna112openai/gpt-6-luna OpenAI 7.11 6.89 216 +14 Standard Not listed Measured
8 Claude Opus 5.5113anthropic/claude-opus-5.5 Anthropic 5.35 5.29 56 +106 Standard Not listed Measured
9 DeepSeek V4 Flash 0731114deepseek/deepseek-v4-flash-0731 DeepSeek 4.66 4.47 192 −21 Standard YesMIT (Hugging Face) Measured
10 GLM 5.3115z-ai/glm-5.3 Z.ai 3.96 3.90 60 +33 Standard YesOther (Hugging Face) Measured
11 Jev 1.13118typesafe/jev-1.13 TypeSafe 3.31 3.04 272 +3 Standard Not listed Measured
12 DeepSeek V4 Flash 042315deepseek/deepseek-v4-flash DeepSeek 3.10 2.90 206 −4 Standard YesMIT (Hugging Face) Measured
13 Hy315tencent/hy3 Tencent 2.78 2.73 45 +49 Standard YesApache-2.0 (Hugging Face) Measured
14 Claude Sonnet 5.515anthropic/claude-sonnet-5.5 Anthropic 2.65 2.62 34 +186 Standard Not listed Measured
15 Muse Spark 1.3 Contributor15meta/muse-spark-1.3-contributor Meta 2.53 2.49 38 +75 Standard Not listed Measured
16 Kimi K315moonshotai/kimi-k3 Moonshot AI 2.30 2.26 38 +36 Standard YesOther (Hugging Face) Measured
17 GPT-6.1 Sol15openai/gpt-6.1-sol OpenAI 2.23 2.19 35 +140 Standard Not listed Measured
18 Gemini 3.8 Flash15google/gemini-3.8-flash Google 2.03 1.96 73 −7 Standard Not listed Measured
19 GPT-5.6 Luna15openai/gpt-5.6-luna OpenAI 1.81 1.75 56 −46 Standard Not listed Measured
20 GLM 5.215z-ai/glm-5.2 Z.ai 1.53 1.49 39 +15 Standard YesMIT (Hugging Face) Measured

Weekly tokens are OpenRouter's own count of the prompt plus completion tokens each model processed through the OpenRouter API in the trailing seven days of complete UTC daily buckets ending Oct 12, 2026, taken from the data behind its public weekly leaderboard; T = trillion, B = billion tokens.1 They are labeled measured because OpenRouter counts them on its own traffic, independently of the model makers. Each figure is in the model's native tokenizer, so the same text counts differently from model to model, and OpenRouter warns that models "differ in verbosity and tokenization, so a higher token total shows how much a model is used, not which model is best for a task."12 The figures cover OpenRouter traffic only, not the whole market, and exclude requests that users or apps keep private; they measure neither users nor spend.1 Variants are ranked separately, so the free Nemotron 3 Ultra endpoint is its own row. "Change vs prior week" is OpenRouter's own figure; "new" means no usage in the prior week. The public data doesn't break out cached or reasoning tokens. Tier: "Preview" marks a model its maker names as a preview, "Free variant" a free endpoint. Open weights: "Yes" where the model's weights are published on Hugging Face (license as tagged there), "Not listed" where we found none.1617 No market shares are shown: OpenRouter's weekly table publishes no total for all models. Model names for rows 11 to 20 come from OpenRouter's models API.518 Rankings data by OpenRouter, licensed under CC BY 4.0. Figure labels: how they work.

What OpenRouter is, and what it counts

OpenRouter is an API service that gives developers access to "hundreds of AI models through a single API endpoint", handling fallbacks between providers automatically.4 It passes through the underlying providers' pricing while pooling their uptime, so the same model can be served by several hosting companies behind one interface.3 Its rankings count the tokens each model processed through that API, prompt and completion together, aggregated into daily UTC buckets and totaled per model variant; the "This Week" view covers the trailing seven days ending with the latest complete day.1 Token counts in OpenRouter's responses, and its billing, use each model's native tokenizer.2

Two patterns stand out in this week's table. Prompt tokens far outnumber completion tokens in every row: DeepSeek V4.1 Flash's 40.53T includes 805B completion tokens, and Step 5 Preview's 12.09T only 68B.1 OpenRouter's data doesn't say why; among apps that opt into its usage tracking, the three biggest on its latest daily table were agents: Hermes Agent (1.99T tokens), Claude Code (1.39T) and Kilo Code (1.02T).1 And seven of the top ten models have weights published on Hugging Face.16

The top 10

#1

DeepSeek V4.1 Flash

40.53T tokens

DeepSeek V4.1 Flash processed 40.53 trillion tokens on OpenRouter in the week, 39.73 trillion of them prompt tokens, and OpenRouter puts its week-over-week change at +43%.1 It also led the trailing-thirty-day table with 109T.1 OpenRouter's model page describes it as a sparse mixture-of-experts model, the first built on DeepSeek's Causal Encoder-Decoder architecture, activating 8B parameters on input and 16B on output from a 552B-parameter backbone, with a 1,048,576-token context window; it was released on Sep 10, 2026.6 Its weights are on Hugging Face under the MIT license.16

#2

GLM 5.3 Flash

12.67T tokens

Z.ai's GLM 5.3 Flash processed 12.67 trillion tokens, up 26% on the week before by OpenRouter's measure, and ranked third over the trailing thirty days with 55.8T.1 OpenRouter describes it as a native multimodal model for efficient coding and long-horizon agent tasks, whose hybrid sparse and linear attention keeps long-context behavior accurate while reducing compute; it lists a 1,048,576-token context window and a release date of Aug 26, 2026.7 The weights are published on Hugging Face under the MIT license.16

#3

Step 5 Preview

12.09T tokens

StepFun's Step 5 Preview reached third place in its first week: OpenRouter lists it as released on Oct 8, 2026, marks it "new" in the weekly table, and counts 12.09 trillion tokens, all but 68 billion of them prompt tokens.18 On Oct 12 alone it was second, with 3.25T.1 OpenRouter calls it StepFun's flagship model for agentic work, a sparse mixture-of-experts with 27B active and 600B total parameters and a 1,000,000-token context window, served by a single provider.8 No Step 5 weights appear among StepFun's Hugging Face releases, the newest of which is Step-3.7-Flash (May 2026).17

#4

MiMo-V2.6-Flash

11.54T tokens

Xiaomi's MiMo-V2.6-Flash processed 11.54 trillion tokens, up 19% on the week before.1 OpenRouter's model page calls it an open-source foundation model built on a mixture-of-experts architecture with 309B total parameters and 15B activated per token, using hybrid attention, with native multimodal input and a context window listed at 1,050,000 tokens; it was released on Sep 21, 2026.9 The weights OpenRouter links to, MiMo-V2.6-Flash-RL, are on Hugging Face under the MIT license.16

#5

Hy4 preview

8.31T tokens

Tencent's Hy4 preview processed 8.31 trillion tokens, up 31%, and ranked fourth over the trailing thirty days with 39.4T.1 OpenRouter describes it as a mixture-of-experts model with 49B active parameters out of 770B total, designed for coding agents, complex tool-use workflows and multi-step productivity tasks, with a 1,048,576-token context window; it lists a release date of Aug 28, 2026.10 Despite the "preview" label, its weights are public on Hugging Face under the Apache-2.0 license.16 Tencent's earlier Hy3 sits at #13 with 2.78T.1

#6

Nemotron 3 Ultra (free)

7.17T tokens

This row is only the free variant of NVIDIA's Nemotron 3 Ultra: OpenRouter ranks variants separately, and the paid endpoint isn't in this week's top 20.1 The free variant processed 7.17 trillion tokens, up 30%.1 OpenRouter describes the model as a hybrid Transformer-Mamba mixture-of-experts with 55B active parameters out of 550B total, released on Jun 4, 2026, and notes that free-endpoint use is logged by NVIDIA under its trial terms.11 The free endpoint lists a 1,000,000-token context window against 262,144 for the paid one.5 The BF16 weights are on Hugging Face, tagged with a custom ("other") license.16

#7

GPT-6 Luna

7.11T tokens

OpenAI's GPT-6 Luna processed 7.11 trillion tokens, up 14%; among models in the table without weights on Hugging Face, only Step 5 Preview processed more.1 OpenRouter describes it as the fast, cost-efficient model in the GPT-6 series, positioned below GPT-6 Sol and aimed at high-volume, latency-sensitive work such as chat and classification; it lists a 1,050,000-token context window and a release date of Sep 22, 2026.12 Its predecessor, GPT-5.6 Luna, is #19 with 1.81T, down 46% on the week.1

#8

Claude Opus 5.5

5.35T tokens

Anthropic's Claude Opus 5.5 processed 5.35 trillion tokens, and OpenRouter puts its week-over-week change at +106%, the largest rise among the top ten models that weren't new that week.1 OpenRouter describes it as Anthropic's flagship for demanding reasoning, coding and long-horizon agentic work, succeeding Claude Opus 5, with a 1,000,000-token context window and up to 128,000 output tokens; it lists a release date of Sep 22, 2026.13 Claude Sonnet 5.5 sits at #14 with 2.65T, up 186%.1

#9

DeepSeek V4 Flash 0731

4.66T tokens

DeepSeek V4 Flash 0731 processed 4.66 trillion tokens, down 21% on the week before, one of only four models in the top 20 whose usage fell.1 OpenRouter describes it as a re-post-trained revision and the general-availability release of DeepSeek V4 Flash: a sparse mixture-of-experts with 13B active parameters out of 284B total, released on Jul 31, 2026, with a 1,048,576-token context window.14 The original April release, listed as DeepSeek V4 Flash 0423, is #12 with 3.10T.15 Both are MIT-licensed on Hugging Face.16

#10

GLM 5.3

3.96T tokens

Z.ai's GLM 5.3 processed 3.96 trillion tokens, up 33%, putting Z.ai in the top ten twice.1 OpenRouter describes it as a large-scale reasoning model for complex software engineering and long-horizon agent tasks, with a 1,048,576-token context window; reasoning is always on, with "low", "high" and "max" effort settings and "max" as the default. It lists a release date of Aug 18, 2026.15 The weights are on Hugging Face with a custom ("other") license tag.16 The older GLM 5.2 is #20 with 1.53T.1

Sources

  1. OpenRouter, AI Model Rankings (LLM leaderboard, "This Week" view, usage data through Oct 12, 2026; trailing-thirty-day, daily and app tables; "How these rankings are measured"), rankings data licensed CC BY 4.0, retrieved 2026-10-13.
  2. OpenRouter, API Reference: Overview ("Querying cost and stats": token counts use the model's native tokenizer), retrieved 2026-10-13.
  3. OpenRouter, Frequently Asked Questions, retrieved 2026-10-13.
  4. OpenRouter, Quickstart, retrieved 2026-10-13.
  5. OpenRouter, Models API (model names, context lengths and Hugging Face IDs), retrieved 2026-10-13.
  6. OpenRouter, DeepSeek: DeepSeek V4.1 Flash, retrieved 2026-10-13.
  7. OpenRouter, Z.ai: GLM 5.3 Flash, retrieved 2026-10-13.
  8. OpenRouter, StepFun: Step 5 Preview, retrieved 2026-10-13.
  9. OpenRouter, Xiaomi: MiMo-V2.6-Flash, retrieved 2026-10-13.
  10. OpenRouter, Tencent: Hy4 preview, retrieved 2026-10-13.
  11. OpenRouter, NVIDIA: Nemotron 3 Ultra (free), retrieved 2026-10-13.
  12. OpenRouter, OpenAI: GPT-6 Luna, retrieved 2026-10-13.
  13. OpenRouter, Anthropic: Claude Opus 5.5, retrieved 2026-10-13.
  14. OpenRouter, DeepSeek: DeepSeek V4 Flash 0731, retrieved 2026-10-13.
  15. OpenRouter, Z.ai: GLM 5.3, retrieved 2026-10-13.
  16. Hugging Face, model repositories and license tags: DeepSeek-V4.1-Flash, GLM-5.3-Flash, MiMo-V2.6-Flash-RL, Hy4-preview, NVIDIA-Nemotron-3-Ultra-550B-A55B-BF16, DeepSeek-V4-Flash-0731, GLM-5.3, DeepSeek-V4-Flash, Hy3, Kimi-K3, GLM-5.2, retrieved 2026-10-13.
  17. Hugging Face, stepfun-ai (model list, newest first), retrieved 2026-10-13.
  18. OpenRouter, TypeSafe: Jev 1.13, retrieved 2026-10-13.