AI models and infrastructure

Text embedding models

Models that convert text into vectors for similarity, retrieval, and semantic search

Text embedding models is growing in line with its peers; its strongest place is open models at 1.0× the typical product. The fastest product is jina-embeddings-v5-omni-small, up 23×. 939 products measured, as of Oct 10, 2026.

How we measure

Where it grows against its peers

  • Open models771 products0.98×
  • AI models10 products0.89×

The line marks 1×: the typical product in that place.

Fastest products

  1. 1jina-embeddings-v5-omni-smallOpen models23×
  2. 2Giga-Embeddings-instruct-10B-A1.8B-0826Open models14×
  3. 3voyage-context-4Open models12×
  4. 4jina-embeddings-v3-hfOpen models11×
  5. 5Giga-Embeddings-instruct-480M-0826Open models7.9×

Text embedding models: quick answers

Not faster than its peers right now; the closest is open models at 1.0× the typical product.

More in AI models and infrastructure

Model inference services11.3×Video generation models5.6×Image generation models5.1×Speech and audio models1.9×Language model apis1.7×Roleplay and storytelling models1.6×AI retrieval systems1.4×Prompt management1.3×