Jina Embeddings
Embeddings API for multimodal, multilingual content that powers search, retrieval-augmented generation, and AI applications
- Also known as
- jina-embeddings
What is Jina Embeddings?
A multi-modal embedding API supporting text, images, audio, and video with support for multiple languages, long context windows, and flexible deployment options including cloud APIs and on-premises infrastructure.
Jina Embeddings pricing
We don't have Jina Embeddings's full plan breakdown yet (its pricing page resisted automated reading). Here's what we could confirm. Always check live pricing for exact numbers.
What Jina Embeddings does
The capabilities that matter for embeddings apis, normalised so it lines up with every alternative. “-” means we haven't confirmed it, not that it's missing.
- Architecture model
- Hybrid
- Matryoshka representation learning for dimension truncation
- ✓
- Multilingual support across 100 plus languages
- ✗
- Binary and scalar quantization for memory reduction
- ✓
- Cross encoder reranker API offered
- ✓
- Late interaction architecture colbert v2
- -
- Massive context window greater than 8k tokens
- ✓
- Multi modal image and text joint embeddings
- ✓
- Task specific prefixes query vs document instructions
- ✓
- Zero data retention training opt out enterprise
- ✓
- SOC2 type ii
- -
- Mit or apache permissive oss license
- ✗
- Pricing model
- -
Platform & deployment
Independently observed- CLI
- Web
- Cloud / SaaS
- On-premise
- Air-gapped
- Self-hosted
Integrations (6)
Independently observed- Claude
- GPT-4o
- Milvus
- Elastic
- Llama.cpp
- MLX
Jina Embeddings alternatives
Other embeddings apis we track, ranked by the same independent score.
- Mixedbread (mxbai)Strengthen AI agent performance through efficient multi-format data retrievallow · 35%
- Cohere EmbedTransform text and images into searchable vector representations for precise document matching and semantic discoverylow · 45%
- BAAI FlagEmbeddinglow · 27%
- Amazon Bedrock Titan Embeddingslow · 21%
- sentence-transformerslow · 32%
- FastEmbedlow · 31%
Compare Jina Embeddings
Side by side against other embeddings apis, attribute by attribute, with a source on every value.
The Vioscale score: one lens on the evidence
Not user reviews and not a paid placement: a confidence-weighted blend of the independent signals below (adoption, activity, security posture, and more), which you can sort and re-weight yourself. Vendors can correct their listing but can never move their rank, and stars are weighted low as a vanity metric. It is one way to read the evidence for Jina Embeddings, not the verdict.
| Signal | Score | Weight | Contribution | Evidence |
|---|---|---|---|---|
| Price level | 80 | 0.05 | 4.2 | ✓ |
| Capabilities | 87 | 0.05 | 4.2 | ✓ |
| Pricing transparency | 25 | 0.08 | 2.1 | ✓ |
| Integrations | 24 | 0.04 | 1.0 | ✓ |
| Reliability | 0 | 0.07 | 0.0 | - |
| Security posture | 0 | 0.07 | 0.0 | - |
Computed . Re-weight it by intent, or see the full method.
All data & sourcesshow ↓
Every value we hold, with its source, retrieval date, and confidence. This is the evidence behind the score: don't trust it, verify it.
Features
| Attribute | Value | Evidence |
|---|---|---|
| Capabilities | Architecture model: hybrid · Cross encoder reranker api offered: Yes · Mit or apache permissive oss license: No · Multi modal image and text joint embeddings: Yes · Massive context window greater than 8k tokens: Yes · Multilingual support across 100 plus languages: No | mediumsource · 2026-08-21 · 60% |
Integrations
| Attribute | Value | Evidence |
|---|---|---|
| Count | 6 | mediumsource · 2026-08-21 · 60% |