Tool Check
Best AI for search & retrieval
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Search & retrieval
Which model is best at turning text into search-ready numbers?
Our pickHarrier OSS v1 27BMicrosoft · No public API price · downloadThe best model anyone can use, with enough evidence. When several tie, the cheapest of them.
Best you can downloadHarrier OSS v1 27BMicrosoft · No public API price · downloadOpen weights: you can run it on your own computers.
| Place | Model | Score | Price |
|---|---|---|---|
| 1 | Harrier OSS v1 27BMicrosoft · download | 74.3 | No public API price |
| 2 | KaLM Embedding Gemma3 12BTencent · download | 72.3 | No public API price |
| 3 | Qwen3 Embedding 8BAlibaba (Qwen) · download | 70.6 | No public API price |
| 4 | Seed1.6 EmbeddingByteDance | 70.3 | No public API price |
| 5 | Llama Embed Nemotron 8BNVIDIA · download | 69.5 | No public API price |
| 6 | F2LLM v2 14BAnt Group (CodeFuse) · download | 68.7 | No public API price |
| 7 | Gemini Embedding 001Google | 68.4 | No public API price |
| 8 | Octen Embedding 8BOcten · download | 67.8 | No public API price |
| 9 | Jina Embeddings v5 Text SmallJina AI · download | 67.0 | No public API price |
Models with overlapping uncertainty share a place (shown as “=”). Prices are US dollars per million tokens from each company’s own price page.
Ranked by MTEB Multilingual v2 (MTEB).