# Jina Embeddings

> Embeddings API for multimodal, multilingual content that powers search, retrieval-augmented generation, and AI applications

- **Canonical URI:** https://www.vioscale.ai/software/jina-embeddings
- **Category:** Embeddings Apis
- **Homepage:** https://jina.ai/embeddings
- **Also known as:** jina-embeddings
- **Profile claimed by vendor:** no
- **Last updated:** 2026-08-21T11:18:00.421Z

## Vioscale score

**50.9 / 100**, confidence 36% (low). Computed 2026-09-01.

Composite of weighted, independently-sourced signals (no user reviews, no vendor payment).

| Signal | Score | Weight | Contribution | Evidence present |
|---|--:|--:|--:|:--:|
| price_level | 80 | 0.052 | 4.2 | ✓ |
| reliability | 0 | 0.073 | 0 | - |
| capabilities | 86.7 | 0.04877777777777778 | 4.2 | ✓ |
| integrations | 24.3 | 0.04066666666666666 | 1 | ✓ |
| security_posture | 0 | 0.073 | 0 | - |
| pricing_transparency | 25 | 0.084 | 2.1 | ✓ |

## Pricing

_As of 2026-08-21, [verify at source](https://jina.ai/embeddings). Independently observed._

Usage-based · Free tier

## About

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.

_Independently observed._

## Platform & deployment

- **Platforms:** CLI, Web
- **Deployment:** Cloud / SaaS, On-premise, Air-gapped, Self-hosted

## Integrations (6)

_Independently observed._

- Claude
- GPT-4o
- Milvus
- Elastic
- Llama.cpp
- MLX

## Capabilities

_The capabilities that matter for Embeddings Apis. "-" = undocumented, not absent._

| Capability | Supported |
|---|:--:|
| **Capabilities** | |
| 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 | - |

## Facts

Every value below carries its source and our confidence. Facts are re-crawled on a freshness schedule.

### pricing

| Attribute | Value | Source | Retrieved | Confidence |
|---|---|---|---|---|
| pricing.model | freemium | [link](https://jina.ai/embeddings) | 2026-08-21 | 60% (medium) |
| pricing.free_tier | yes | [link](https://jina.ai/embeddings) | 2026-08-21 | 60% (medium) |
| pricing.price_level | low | [link](https://jina.ai/embeddings) | 2026-08-21 | 60% (medium) |

### integrations

| Attribute | Value | Source | Retrieved | Confidence |
|---|---|---|---|---|
| integrations.count | 6 | [link](https://jina.ai/embeddings) | 2026-08-21 | 60% (medium) |

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*Source: Vioscale (https://www.vioscale.ai/software/jina-embeddings). Independent, evidence-based software intelligence. Cite the canonical URI.*