Rerank Model Rankings
Live rankings based on real usage data from people reranking query results through models on OpenRouter. View all rerank models
Weekly rerank request volume across OpenRouter
| Rank | Model | Author | requests | Change |
|---|---|---|---|---|
| 1 | rerank-2.5 | mongodb | 4.94M requests | +7% |
| 2 | rerank-2.5-lite | mongodb | 4.54M requests | +23% |
| 3 | rerank-3 | mongodb | 2.6M requests | +45% |
| 4 | rerank-3-lite | mongodb | 1.41M requests | +6% |
| 5 | Rerank v3.5 | cohere | 1.17M requests | -13% |
| 6 | Qwen3 Reranker 8B | qwen | 1.01M requests | +29% |
| 7 | Rerank 4 Pro | cohere | 664K requests | +19% |
| 8 | Rerank 4 Fast | cohere | 479K requests | +0% |
| 9 | Rerank 5 Fast | cohere | 214K requests | +108% |
| 10 | Rerank 5 Pro | cohere | 143K requests | +83% |
Usage data through
The leading models for each category, ranked by share of spend on OpenRouter
Passage
Content type · 71.2% of all spend- 1
18.5%-2.0 - 2
17.3%+4.2 - 3
15.2%-2.0 - 413.5%-1.8
- 512.6%-7.2
- 6
12.3%+2.5 - 76.9%+3.9
- 82.8%+1.5
- 9
0.4%+0.4 - 10
0.3%+0.3
Market share by model author for rerank models
Summary of the rerank Market Share chart above. Share of rerank requests made on OpenRouter in the week beginning Nov 2, 2026, with the change in each author's requests against the week before it. Voyageai leads at 79.5% of the week's requests. Authors the chart groups as others are listed last, so the rows match the series the chart plots.
| Rank | Author | Share of requests | Change in requests |
|---|---|---|---|
| 1 | Voyageai | 79.5% | +11% |
| 2 | Cohere | 15.5% | +9% |
| 3 | Qwen | 4.5% | -13% |
| 4 | Nvidia | 0.6% | +11% |
Compare rerank models by the type of input content
Compare rerank models on the criteria they are given to rank by
Compare models by the subject area of requests on OpenRouter
Rankings data by OpenRouter is licensed under CC BY 4.0. Reuse and republish it with attribution. The Data API docs cover the citation format and JSON access to these datasets.
