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Jina AI: Search and Embedding APIs

Jina AI is designed for software and enterprise companies to help improve the relevance of search results. It supports teams building RAG systems that process multilingual or multimodal data.

At a glance

Best for
Software companies, Enterprise technical teams, LLM providers, Finance and consulting firms, E-commerce and retail businesses
Pricing
Jina AI uses a freemium, token-based pricing model. New users receive ten million free tokens; paid tiers provide higher rate limits for RPM and TPM.
Key use cases
LLM Grounding, RAG System Development, Global Product Search, Document Analysis
Integrations
MongoDB, DataStax, Qdrant, Pinecone, Chroma
Official website
jina.ai
Screenshot of Jina AI website

Jina AI provides a set of specialized APIs that serve as a foundation for AI-powered search. The toolset includes a Reader API for web content extraction, an Embeddings API for converting data into vectors, and a Reranker API for refining search results based on user intent.

This software is intended for developers and technical teams at software companies, finance firms, and e-commerce organizations. It supports the creation of Retrieval-Augmented Generation (RAG) systems by processing web data and refining document retrieval.

Buyers should be aware that this is a technical tool requiring API integration. Because it operates on a token-based pricing model with specific rate limits across different tiers, teams should estimate their token consumption before scaling to production.

Jina AI is SOC 2 Type I and II compliant and was acquired by Elastic in October 2025.

Key Features

Reader API

Converts URLs and PDFs into Markdown or JSON format to support LLM grounding.

Embeddings API

Generates multimodal and multilingual embeddings to convert text and images into fixed-length vectors.

Reranker API

Analyzes initial search results to reorder documents based on the user's query.

Multilingual Support

Supports retrieval and embeddings across 100+ languages.

Multimodal Capabilities

Supports the processing and ranking of both text and visual documents.

SOC 2 Compliance

Maintains SOC 2 Type I and II compliance for data security.

Use Cases

LLM Grounding

Converting web URLs to Markdown to provide LLMs with clean, relevant context.

RAG System Development

Using embeddings and rerankers to build retrieval-augmented generation pipelines.

Global Product Search

Supporting e-commerce product discovery across different languages using multilingual models.

Document Analysis

Processing PDFs and archives to help news or media companies find specific information.

Best For

Software companiesEnterprise technical teamsLLM providersFinance and consulting firmsE-commerce and retail businesses

Integrations

MongoDBDataStaxQdrantPineconeChromaWeaviateMilvusLlamaIndexHaystackLangchain

Pricing

Jina AI uses a freemium, token-based pricing model. New users receive ten million free tokens; paid tiers provide higher rate limits for RPM and TPM.

FAQ

How does Jina AI's pricing work?

Pricing is based on token usage. New API keys start with ten million free tokens, and users can purchase additional tokens as needed.

What is the purpose of the Reader API?

The Reader API converts web URLs and PDFs into Markdown or JSON to help ground AI models.

Can Jina AI be deployed on private infrastructure?

Yes, Jina AI offers deployments via AWS SageMaker, Microsoft Azure, and Google Cloud, as well as customized Kubernetes options.

Source category: Data & Analytics

Source subcategory: AI Search

Software Type:

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