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Do not build your RAG pipeline.

Get the production-grade one.

Free tier to start
Pay as you go when you scale
Two-minute signup
Built in France

One API for parse, extract, and search. The retrieval layer your agents call, with citations on every result. Built in Europe, on open models.

Build it yourself

The stack you maintain

LangChain orchestration
OCR for documents
Chunking and indexing strategy
Embedding model to host
pgvector store
Reranker model
Glue code, retries, eval
2 to 3 engineers on plumbing
Six months
to production
‍Breaks at v2 on real documents

Buy the engine

This is the whole integration

# Your first call
curl -X POST https://api.lighton.ai/api/v3/search \
    -H "Authorization: Bearer $LIGHTON_API_KEY" \
    -H "Content-Type: application/json" \
    -d '{
       "query": "Which clauses differ between the enterprise and SMB        agreements?",
      "top_k": 10,
      "workspace_id": ["42"]
      }'

   
Zero engineers on plumbing
Minutes to first call
Production-grade from the start. LightOn maintains the engine.
Chat Search
Conversational Search & Q&A illustration

Conversational Search & Q&A

Users ask questions, not keywords. Switch instantly between retrieving a list of documents or getting a synthesized answer backed by precise, clickable citations.
/parse

Documents to clean data

Scans, tables, handwriting, 20+ languages. Get structured, agent-readable output back in one call.
Tool Chaining
Agentic Reasoning Chains illustration

Agentic Reasoning Chains

Execute complex tasks, not just search. For multi-step requests (e.g., "Find info + Cross-reference HR + Generate graph"), the AI autonomously chains tools and sources to deliver a complete result.
Team Agents
Custom Specialized Agents illustration

Custom Specialized Agents

Create dedicated experts for every team. Empower users to build custom agents with specific prompts and restricted document scopes tailored to their role
/extract

Structured fields on demand

Pull the exact fields you need from messy documents, without writing a parser per format.
/extract

Retrieval with citations

Hybrid retrieval that returns the passages that matter, each with its source. Ground every answer.

For builders

Try LightOn Console for free

Two-minute signup.
Free tier on /parse, /extract, /search. Per-page and per-query pricing when you scale.

For builders

Talk to an AI architect

VPC, on-prem, or air-gapped deployment. SSO, SCIM, ACL mirroring. GDPR, SOC 2, AI Act-ready.