Jina Embeddings v4 vs Cohere Embed 4
Both are alternatives to OpenAI Embeddings API. Here's how they stack up — verified facts, no spin.
Jina Embeddings v4
Strong open weights — but read the license before shipping.
Jina's v4 is technically excellent — multimodal, multilingual, competitive scores — and we list it with a flag: the weights ship under the Qwen Research License, free for non-commercial use only; commercial use means their API or a sales conversation. Fine for research, a license trap if you assumed 'downloadable' meant 'open'.
Cohere Embed 4
The enterprise multilingual option with a 128k context.
Cohere's Embed 4 reads whole documents at once (128,000-token context), specializes in multilingual retrieval, and — unusually for hosted AI — deploys into AWS, Azure, or your own VPC for compliance-bound enterprises. $0.12 per million tokens.
Side by side
| Jina Embeddings v4 | Cohere Embed 4 | |
|---|---|---|
| Sovereignty Score | 55 | 36 |
| Open source | No | No |
| Self-hostable | Yes | No |
| Local-first | Yes | No |
| License | Qwen Research License (non-commercial); commercial via API | Proprietary hosted service |
| Pricing | Free for research; commercial use via paid API or license | $0.12/1M tokens; private-deployment options for enterprise |
Jina Embeddings v4 edges it on the Sovereignty Score, but the right pick depends on the trade-offs below.
Jina Embeddings v4
Strengths
- +Excellent multimodal and multilingual quality
- +Weights downloadable for research and evaluation
Trade-offs
- −NOT open-source for commercial use — research license only
- −Commercial path routes through their API or sales
Cohere Embed 4
Strengths
- +128k-token context — embed entire documents
- +Multilingual strength
- +VPC/private deployment paths for compliance
Trade-offs
- −Six times the price of the small tiers
- −Hosted service with enterprise sales gravity
Facts verified 2026-07-19. Licenses and pricing change — spotted something out of date? That's a correction we want.