Embedding Model Rankings | OpenRouter

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

Model rankings by requests
RankModelAuthorrequestsChange
1Text Embedding 3 Smallopenai151M requests-1%
2Qwen3 Embedding 8Bqwen78.7M requests+17%
3Gemini Embedding 2google50.1M requests+7%
4Text Embedding 3 Largeopenai34.4M requests+20%
5Gemini Embedding 001google33.9M requests+6%
6bge-m3baai22.9M requests+9%
7Embed V1 0.6Bperplexity22.6M requests+259%
8voyage-4-largemongodb10.5M requests+60%
9Qwen3 Embedding 4Bqwen7.08M requests+30%
10Gemini Embedding 2 Previewgoogle4.01M requests+9%
1.
151M requests
1%
2.
78.7M requests
17%
3.
50.1M requests
7%
4.
34.4M requests
20%
5.
33.9M requests
6%
6.
22.9M requests
9%
7.
22.6M requests
259%
8.
10.5M requests
60%
9.
7.08M requests
30%
10.
4.01M requests
9%

Usage data through

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.

Model authors ranked by their share of embedding requests on OpenRouter in the most recent complete week
RankAuthorShare of requestsChange in requests
1OpenAI45.8%+3%
2Google21.2%+21%
3Qwen19.5%+14%
4BAAI5.2%-3%
5Voyageai4.3%+18%
6Perplexity2.6%-9%
7Mistral0.4%+18%
8Sentence Transformers0.4%
9Intfloat0.2%-20%
All other authors0.4%+41%

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.