Embeddings
Which model to build a search index on. Four answers — best value for money, best there is, best with open weights, cheapest that still works.
Which model to build a search index on. 43 measured, 8 of them you can buy today.
- Best value for moneyjina-embeddings-v5-text-smallJina AI · 16th of 183 on MTEB · English · 2 boards$0.05per million tokens1 seller
- Best frontierGemini EmbeddingGoogle · 9th of 183 on MTEB · English · 2 boards$0.15per million tokens5 sellers
- Cheapestjina-embeddings-v5-text-nanoJina AI · 22nd of 183 on MTEB · English · 2 boards$0.05per million tokens1 seller
Judged on
Capability is a model's mean percentile across the boards below, on each board's widest metric. Prices are quoted as you are billed them; where a model charges separately to read and to write, the two are ranked against each other at one part in to three parts out, which for this field puts the middle at $0.05 per million tokens. Best value for money is the most capable at or under that middle, and cheapest is the least expensive of those above the middle for capability — without that second floor the cheapest answer is reliably the worst model in the category. Figures read 2026-09-16.