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Try NowWhat is LightOn?
LightOn is an AI-powered document processing and retrieval platform designed to operate securely behind a corporate firewall. Built by LightOn AI, it solves the problem of extracting structured data from complex documents and enabling grounded retrieval with citations. Core capabilities include state-of-the-art OCR parsing (LightOnOCR-2), schema-based field extraction, and hybrid search combining dense, sparse, and late-interaction signals. The platform supports 20+ languages, offers open-source models on HuggingFace, and integrates via API or SDK. It is ideal for enterprise teams handling contracts, invoices, regulatory documents, and multi-jurisdiction reviews. Users include legal, compliance, risk, and data teams who need secure, auditable AI without data leaks. LightOn also provides MCP-native integration for agentic workflows and supports custom workspaces with chunk-level access control.
AI Tool Review Summary
4.7/5
High, consistent, and on-brand
Clean and minimal
LLMOCRNLPHybrid Search
To provide secure, enterprise-grade document parsing, extraction, and retrieval with grounded citations.
API and SDK integration with any LLM, MCP-native for agent frameworks, and sync with SharePoint, Drive, Confluence, and file servers.
Freemium with paid tiers
Features with the highest value for users are highlighted here.
Document parsing to structured Markdown
Schema-based field extraction
Hybrid search with dense, sparse, and late-interaction signals
Grounded retrieval with citations
MCP-native agent integration
Chunk-level access control
LLM-agnostic architecture
On-premise deployment
How It Works
1
Upload or link documents
Provide a URL or upload a file to the /parse, /extract, or /search endpoint.
2
Define your schema
For extraction, specify a JSON schema to pull fields like invoice numbers or contract clauses.
3
Process and retrieve
The engine parses, extracts, or searches with hybrid retrieval, returning structured data with citations.
4
Integrate into workflows
Use the API or MCP-native protocol to connect with agents, CRMs, or ERPs behind your firewall.
Legal teams
Compliance officers
Risk analysts
Data engineers
Enterprise architects
Product teams
IT administrators
Research teams
Customer support
Startups
Free
$0/free
Limited API calls Community support
Pro
$0.002 per page/monthly
Full /parse access Email support
Popular
Enterprise
Custom/monthly
All endpoints SSO, RBAC, SCIM Dedicated support
Want to add more pricing plans?
Claim this tool to manage plans, pricing, and listing details.
Weekly intelligence on AI strategy, operations, and market shifts. No noise. No narrative. Direct to your inbox.
Pros & Cons
Enterprise-grade security with SSO, RBAC, and on-premise deployment. Highly accurate parsing and extraction, supporting 20+ languages and complex layouts.
Pricing per page/query may be costly for high-volume use. Setup and integration require technical expertise for optimal configuration.
FAQs
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Rating
5.0
Pros
Cons
Quick LightOn Comparision
Side-by-side with top alternatives in this category.
| Tool | Rating | Visits / mo | Global rank | Category rank | Engagement | Bounce | Top market | Starts at | Free tier | Integrations | Action |
|---|---|---|---|---|---|---|---|---|---|---|---|
 LightOnAI Business Tools | 27.2K | #1,096,864 | #84 | 21s1.6 pages | FR(36%)#125,772 | $0 | 2+ | View | |||
 ShopifyAI Business Tools | 215.3M | #104 | #1 | 9m 23s9.1 pages | US(36%)#79 | $39 | 1 | View | |||
 IntuitAI Business Tools | 200.0M | #134 | #1 | 10m 4s7.5 pages | US(82%)#46 | $0 | — | View | |||
 Plug AI: Texting AssistantAI Business Tools | 1.1B | — | — | 2m2.6 pages | US(15%) | $9.99 | — | View | |||
 Adot PhoneAI Business Tools | 1.1B | — | — | 2m2.6 pages | US(15%) | $0 | 1 | View |
Analytics of Enterprise AI Search & Reason Interface | LightOn
Website traffic and keyword analysis.
Live dataFeb 2026 – Apr 2026
Monthly visits
27.21K
↓ -3.4% vs prior month
Avg. visit duration
00:00:21
M 4 2026 snapshot
Pages / visit
1.62
M 4 2026 snapshot
Bounce rate
44.73%
Lower is better
All traffic · Worldwide
Weekly estimate · Feb 1, 2026 – Apr 29, 2026
Peak week: 6.74K (Feb 1, 2026)Low week: 5.44K (Apr 1, 2026)WoW: 0.0%Derived from monthly estimates · SimilarWeb-equivalent
Release History
0 releases published
No releases yet.
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