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
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
Six months to production
Breaks at v2 on real documents
Buy the engine
This is the whole integration
# Your first call
curl
-H
-H
-d
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.
Minutes to first call
Production-grade from the start. LightOn maintains the engine.
/parse
Documents to clean data
Scans, tables, handwriting, 20+ languages. Get structured, agent-readable output back in one call.
/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.
Free tier on /parse, /extract, /search. Per-page and per-query pricing when you scale.






