Jina Embeddings
Multimodal vector embeddings for search, content retrieval, and AI agent development
- Also known as
- jina-embeddings
Available worldwide · Popular in: US
What is Jina Embeddings?
Embedding models that process multiple data types in a shared vector space, supporting deployment options from managed cloud APIs to self-hosted and on-premises infrastructure. Available in multiple model sizes optimized for different performance and resource requirements.
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.
Pay-as-you-go API pricing or subscription billing through Elastic Inference Service. Free tier available.
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- Web
- Cloud / SaaS
- On-premise
- Air-gapped
- Self-hosted
Integrations (6)
Independently observed- Claude
- GPT-4o
- Milvus
- Elastic
- Llama.cpp
- MLX
Jina Embeddings FAQ
Common questions about Jina Embeddings, answered from independent, dated evidence.
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. It is indexed under Embeddings Apis.
Source: https://jina.ai/embeddings
Is Jina Embeddings free?
Jina Embeddings offers a free tier, so you can start without paying. Pricing changes often, so verify at source before relying on it.
Source: https://jina.ai/embeddings
What platforms does Jina Embeddings support?
Jina Embeddings supports the web and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.
Source: https://jina.ai/embeddings
Can Jina Embeddings be self-hosted?
Yes. Jina Embeddings can be deployed cloud / SaaS, on-premise, air-gapped and self-hosted, so it does not have to run on the vendor's infrastructure.
Source: https://jina.ai/embeddings
What does Jina Embeddings integrate with?
We have confirmed 6 integrations for Jina Embeddings, including Claude, GPT-4o, Milvus, Elastic, Llama.cpp and MLX. This is what we could verify from public sources, so the vendor may support others we have not indexed.
Source: https://jina.ai/embeddings
Jina Embeddings alternatives
Other embeddings apis we track, ranked by the same independent score.
- Cohere EmbedNumerical representation models that convert text into embeddings for machine learning applicationsmedium · 60%
- Mixedbread (mxbai)API service for indexing and searching multimodal content with semantic capabilitiesmedium · 58%
- Amazon Bedrock Titan Embeddingslow · 35%
- sentence-transformersA Python module for working with embedding and reranking modelsmedium · 54%
- FastEmbedPython library for generating text and image embeddings with minimal dependenciesmedium · 54%
- BAAI FlagEmbeddinglow · 45%
Compare Jina Embeddings
Side by side against other embeddings apis, attribute by attribute, with a source on every value.
The vioscaleAI 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 | 0.04 | 3.3 | ✓ |
| Capabilities | 87 | 0.04 | 3.3 | ✓ |
| Pricing transparency | 25 | 0.05 | 1.4 | ✓ |
| Integrations | 24 | 0.04 | 1.1 | ✓ |
| Reliability | 0 | 0.07 | 0.0 | - |
| Security posture | 0 | 0.12 | 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.
Content
| Attribute | Value | Evidence |
|---|---|---|
| Faq | 5 items | mediumsource · 2026-09-10 · 60% |
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 · 2026-10-02 · 60% |
Integrations
| Attribute | Value | Evidence |
|---|---|---|
| Count | 6 | mediumsource · 2026-08-21 · 60% |
Market
| Attribute | Value | Evidence |
|---|---|---|
| Availability | PrimaryMarkets: … · AvailabilityScope: global · AvailableCountries: … · NotAvailableCountries: … | mediumsource · 2026-10-02 · 50% |
Pricing
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