OCR and document parsing
Parse scanned documents, tables, handwriting, and multi-column layouts into structured Markdown using the `/parse` endpoint.
LightOn
Freemium
Intelligence documentaire et recherche IA avec réponses sourcées
Qu'est-ce que LightOn ?
LightOn is a document intelligence and retrieval platform built around three API endpoints: /parse, /extract, and /search. It is designed to turn files into structured output, extract specific fields with guided schemas, and return grounded search results with citations.
The product is positioned for developers, teams shipping production systems, and large organizations that need search and reasoning over their own documents. The site emphasizes OCR for scans and complex layouts, JSON extraction, hybrid retrieval, source-backed answers, and deployment options that include EU sovereign hosting and enterprise environments.
Que peut faire LightOn ?
Schema-guided extraction
Extract fields, entities, or key-value pairs by providing a JSON schema, with structured JSON returned in response.
Hybrid search with citations
Run grounded retrieval with dense, sparse, and late-interaction signals, and return source passages with each result.
Browser-based playground
Test endpoints in a browser Console, then copy the code into your project without installing extra tooling.
Scoped access and governance
Use workspaces and chunk-level ACLs to scope access for teams and agents, with mirrored source permissions and audit logs on paid plans.
Flexible deployment and pricing
Choose from usage-based API plans or enterprise deployment options, including cloud, VPC, on-prem, and regional hosting.
Agent-friendly integration
Connect through MCP-native workflows and integrate the API with agents or applications that already speak Model Context Protocol.
Cas d'utilisation
“Prepare documents for automation”
Use `/parse` to convert scanned PDFs, tables, handwriting, and multi-column documents into structured text before downstream processing.
“Capture specific fields from documents”
Use `/extract` when you need invoice numbers, contract clauses, claim IDs, or similar fields returned in JSON that matches your schema.
“Build grounded document Q&A”
Use `/search` to answer questions from company files with cited passages so users can verify the source of each answer.
“Support agentic reasoning workflows”
Use the API inside agent workflows where the system needs to retrieve relevant passages, chain steps, and produce answers based on internal documents.
“Search sensitive internal knowledge”
Use the enterprise interface and deployment options when teams need secure access to sensitive knowledge across workspaces and permissions.
Questions fréquentes
What does LightOn’s API do?
LightOn provides three main API endpoints: `/parse` for OCR and document structuring, `/extract` for guided JSON extraction, and `/search` for grounded retrieval with citations.
Does LightOn offer a free tier or paid plans?
Yes. The pricing page shows a Starter tier with free, usage-based access, a Business tier for teams, and an Enterprise tier with tailored deployment and support.
How is LightOn deployed and tested?
The pricing and API pages mention browser-based testing in Console, copy-paste code examples, and deployment options including EU sovereign hosting, VPC, on-prem, and regional options for Enterprise.
How does LightOn handle citations and access control?
LightOn says answers ship with source passages and retrieval is auditable, with access control enforced at the chunk level and workspaces used to scope corpora.
Informations rapides
- Category
- Document intelligence and AI search
- Platform
- Web app, API, and browser Console
- Primary users
- Developers, product teams, and enterprises
- Source domain
- lighton.ai
- Key endpoints
- `/parse`, `/extract`, `/search`
- Pricing model
- Free Starter tier, Business plan, and Enterprise contact sales
Analyse du trafic de LightOn
Les données de trafic sont fournies à titre indicatif uniquement.
- Évaluation du domaine
- 62
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