Best Embedding APIs Software 2026: 8 Tools Compared
Best Embedding APIs Software 2026: 8 Tools Compared
Shortlist
Quick Answer

Embedding APIs software pricing ranges from Free to $500 per user per month in 2026. The category average is $33/user/month. 6 of 8 tools offer free tiers.

Quick Picks

Best Value

Nomic Embed

From Free/per million tokens

Best Free Tier

Jina Embeddings

Free plan available

Most Feature-Rich

Jina Embeddings

Up to $500/per million tokens

Full Comparison Matrix

Product Starting Price Popular Tier Enterprise Free Tier Best For
Nomic Embed Free /per million tokens Free /per million tokens Free /per million tokens Yes Developers self-hosting embeddings
Together AI Embeddings Free /month $0.02 /month $100 /month Yes -
Voyage AI Free /per million tokens $0.06 /per million tokens $0.18 /per million tokens Yes Developers evaluating embedding quality
OpenAI Embeddings $0.02 /per million tokens $0.07 /per million tokens $0.13 /per million tokens No -
Cohere Embed $0.10 /month $0.10 /month $0.12 /month Yes -
Vertex AI Embeddings $0.07 /per million tokens $0.15 /per million tokens $0.25 /per million tokens No -
Mixedbread Free /month $10 /month $20 /month Yes Hobbyists and evaluators trying Mixedbread
Jina Embeddings Free /per million tokens $250 /per million tokens $500 /per million tokens Yes Developers evaluating Jina embeddings for non-commercial projects

Category Summary

8

Products

Free

Avg Starting

$33

Avg Popular

6

Free Tiers