LightOn Suite
by LightOn
European enterprise document AI that turns company files into a governed knowledge base and the apps built on it, hosted in France
LightOn Suite is an enterprise document-intelligence platform from Paris-based LightOn that indexes a company's documents into one governed knowledge base (LightOn Core) and lets teams build search, extraction and comparison apps on it (LightOn Apps). It is aimed at European organisations in finance, industry and the public sector that need AI over sensitive data without leaving EU infrastructure.
LightOn Suite went on sale on October 13, 2026 from LightOn, a Paris company founded in 2016 and listed on Euronext Growth Paris since November 2024 (ticker ALTAI). The suite has two layers. LightOn Core reads, structures and indexes documents in any format into a shared knowledge base that keeps existing access rights, traces each answer to its source document and updates as files change. LightOn Apps sits on Core and lets teams assemble business applications such as internal search, contract clause comparison, supplier offer analysis, data extraction from complex files and operational report monitoring, either from components or from a catalogue of use cases. A governance layer controls who can publish apps and which tools and models are allowed, and tracks adoption, usage and cost by team and application with budgets and caps. Core's ingestion engine is LightOnOCR-3, an Apache 2.0 open-weight model family in 0.8B and 4B sizes released on October 8, 2026, which LightOn says ranks second on OlmOCR-Bench behind a model eight times larger and first on the French FRBench-pdf2md. LightOn builds the retrieval models (its earlier work includes ModernBERT), while customers choose generation models from Scaleway-hosted open models, Mistral, Anthropic or OpenAI. The suite runs on Scaleway in France as SaaS, as a Managed VPC run by LightOn, or in the customer's own cloud. LightOn's earlier on-premises platform, Paradigm, counted Safran, the Ile-de-France region, Groupama and CNES among its customers.
AI platform and knowledge-management leads at European banks, insurers, industrial firms and public bodies that must keep document AI on EU-hosted, isolated infrastructure.
One permission-aware, source-traced knowledge base over company documents that several governed business apps can share, hosted in France.
At a Glance
- Category
- Enterprise Search & Knowledge
- Pricing
- Subscription, Contact for pricing
- Target Market
- CIOs, CTOs, AI Platform Teams, Knowledge Management Leads
- Deployment
- Cloud-first, Hybrid, Open-source
- Founded
- 2016
- Headquarters
- Paris, France
- Team Size
- 11-50
- Customers
- 8 corporate clients (Dec 2024, company-reported)
Key Features
- ✓LightOn Core knowledge base
Ingests and indexes documents of any format into one shared base that respects existing access rights and cites source documents.
- ✓LightOn Apps
Builds business apps such as search, clause comparison, extraction and report monitoring from components or a catalogue, all reusing the same Core.
- ✓Governance and cost controls
Admins set publishing rights and allowed models and tools, and track usage and cost per team and app with budgets and caps.
- ✓LightOnOCR-3 ingestion
Apache 2.0 OCR models in 0.8B and 4B sizes read text, layout, charts and handwriting in one pass, and can also be self-hosted.
- ✓Model choice
Generation can use Scaleway-hosted open models in Europe or models from Mistral, Anthropic and OpenAI, so buyers trade sovereignty against capability per app.
- ✓Sovereign deployment options
Available as SaaS, Managed VPC on Scaleway's French infrastructure or bring-your-own-cloud, for organisations that require full data isolation.
Capabilities
Use Cases
- •Contract clause comparison
Legal and procurement teams compare clauses across many contracts against a reference, with each finding traced to the source document.
- •Supplier offer analysis
Buyers extract and line up terms from supplier responses so evaluation committees compare offers on the same structured fields.
- •Handwritten form processing
Administrative teams digitise handwritten and scanned forms with LightOnOCR-3, which LightOn says gains most on handwriting in French documents.
- •Operational report monitoring
Operations teams set apps to watch recurring reports and surface changes, using the same governed knowledge base as search.
Ideal For
Best For
- ✓Contract clause comparison and supplier offer analysis in procurement and legal teams
- ✓Permission-aware internal search across large, mixed-format document estates
- ✓Structured data extraction from complex PDFs, scans and handwritten administrative forms
- ✓European public-sector and regulated organisations that need data kept in a French or customer-controlled cloud
Not Ideal For
- ✗Buyers who want a long reference list; LightOn disclosed only eight corporate clients at the end of 2024 and names few publicly
- ✗US-centric organisations with no EU sovereignty requirement, which will find larger ecosystems at Glean or Microsoft
- ✗Teams needing published list pricing or a self-serve plan; the suite is sold through demos and quotes
Deployment
Market & Ratings
8 corporate clients (Dec 2024, company-reported)
Market Analysis
Pros
- ✓EU-hosted deployment choices, including a dedicated Managed VPC and bring-your-own-cloud
- ✓Strong open-weight document models with company-reported benchmark leads on OlmOCR-Bench and FRBench-pdf2md
- ✓Source tracing and access-right inheritance built into the knowledge base
- ✓Freedom to pick generation models from Mistral, Anthropic, OpenAI or European open models
Cons
- ✗Small revenue base: H1 2026 revenue was about EUR 1.1M with negative EBITDA of about EUR 3.1M, a vendor-viability question for multi-year deals
- ✗Few public references; Journal du Net noted reliance on a handful of clients during its shift from custom projects to licences
- ✗No published pricing and no SOC 2 or ISO 27001 claim on its site
- ✗Brand-new product as of October 2026, with no G2 reviews or practitioner discussion on Hacker News yet
Pricing
API test access
$0
- ✓15-day developer access to parsing, extraction and retrieval APIs
- ✓No commitment
LightOn Suite (SaaS, Managed VPC or BYOC)
Contact for pricing
- ✓LightOn Core knowledge base
- ✓LightOn Apps
- ✓Governance, usage and cost tracking
- ✓Hosting on Scaleway in France or in the customer's cloud
LightOn publishes no Suite prices; access starts with a demo or a free 15-day API test. LightOn's earlier Paradigm platform was sold as annual or multi-year licences. LightOnOCR-3 itself is free under Apache 2.0 for self-hosting.
Security & Compliance
Connect
Sources
This page was written from 6 sources, 5 on domains other than lighton.ai.
- 1.lighton.ai — lighton.aivendor
- 2.ideal-investisseur.fr — 26982
- 3.boursedirect.fr — lighton devoile lighton suite boursier 0452e28e4e26bbb6a4671
- 4.webdisclosure.com — lighton releases lightonocr 3 a world leading model family f
- 5.en.wikipedia.org — LightOn
- 6.journaldunet.com — 1535635 en pleine transition de business model lighton mise
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