Embedding Model Rankings
Live rankings based on real usage data from people producing vector embeddings through OpenRouter. View all embedding models
Weekly embedding request volume across OpenRouter
| Rank | Model | Author | requests | Change |
|---|---|---|---|---|
| 1 | Text Embedding 3 Small | openai | 151M requests | -1% |
| 2 | Qwen3 Embedding 8B | qwen | 78.7M requests | +17% |
| 3 | Gemini Embedding 2 | 50.1M requests | +7% | |
| 4 | Text Embedding 3 Large | openai | 34.4M requests | +20% |
| 5 | Gemini Embedding 001 | 33.9M requests | +6% | |
| 6 | bge-m3 | baai | 22.9M requests | +9% |
| 7 | Embed V1 0.6B | perplexity | 22.6M requests | +259% |
| 8 | voyage-4-large | mongodb | 10.5M requests | +60% |
| 9 | Qwen3 Embedding 4B | qwen | 7.08M requests | +30% |
| 10 | Gemini Embedding 2 Preview | 4.01M requests | +9% |
Usage data through
The leading models for each category, ranked by share of spend on OpenRouter
Passage
Content type · 73.6% of all spend- 123.1%+2.7
- 220.8%+4.1
- 316.7%-0.6
- 4
12.8%-1.1 - 57.2%0.0
- 64.2%-3.6
- 73.4%-1.9
- 82.1%+0.1
- 92.1%-0.5
- 10
1.7%+0.6
Market share by model author for embedding models
Summary of the embedding Market Share chart above. Share of embedding requests made on OpenRouter in the week beginning Nov 2, 2026, with the change in each author's requests against the week before it. OpenAI leads at 45.8% 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 | OpenAI | 45.8% | +3% |
| 2 | 21.2% | +21% | |
| 3 | Qwen | 19.5% | +14% |
| 4 | BAAI | 5.2% | -3% |
| 5 | Voyageai | 4.3% | +18% |
| 6 | Perplexity | 2.6% | -9% |
| 7 | Mistral | 0.4% | +18% |
| 8 | Sentence Transformers | 0.4% | |
| 9 | Intfloat | 0.2% | -20% |
| All other authors | 0.4% | +41% |
Compare embedding models by the type of input content
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.

