LightOn records 31,021 monthly visits with +31.1% month-over-month growth and Contact for Pricing pricing. Scale records 616,915 monthly visits with +12.5% growth and Contact for Pricing pricing.
The enterprise AI search platform that turns documents into outcomes
The data, evaluations and systems behind AI that has to be right.
| Dimension / Metric | | |
|---|---|---|
| Official Domain | lighton.ai | scale.com |
| Pricing Model | Contact for Pricing | Contact for Pricing |
| Monthly Visits | 31.02K (31,021) | 616.92K (616,915) |
| MoM Traffic Delta | +7.36K (+31.1%) | +68.69K (+12.5%) |
| Primary Market & Share | 🇫🇷 France (52.5%) | 🇺🇸 United States (44.2%) |
| Direct Visits / mo | 7.78K | 191.41K |
| User Rating | 4.2 | 4.7 |
| Supported Platforms | Website | Website |
The enterprise AI search platform that turns documents into outcomes
Turns a full document estate into one governed, machine-readable source of truth, so answers cite the pages that support them.
On-premise or sovereign-friendly deployment of the retrieval stack, with LightOn's own open-weight models underneath.
Prepackaged agents for finding information, comparing against ground truth, extracting and cross-checking, monitoring weak signals, scoring with justification and mapping research.
Production-grade parsing, extraction and retrieval for teams wiring document intelligence into their own products.
The data, evaluations and systems behind AI that has to be right.
Human-sourced and expert-annotated training data, including specialist contributors with advanced degrees, at the quality bar frontier labs require.
Public leaderboards plus private benchmarks that test model capability and safety for the most ambitious AI developers.
Platform and services teams that pick the right use case, build the system and take ownership of the outcome.
Agentic systems designed around measurable business outcomes across private equity portfolios, energy and healthcare operations.
SpecialistEnterprise developer platform and API for deploying GPT-6 Astra, Sol, Luna, and realtime multimodal agents.
SpecialistEnterprise developer platform and API for deploying GPT-6 Astra, Sol, Luna, and realtime multimodal agents.
SpecialistStreamlines computer vision dataset annotation and model training, but is less suited for general LLM text tasks.
SpecialistStreamlines computer vision dataset annotation and model training, but is less suited for general LLM text tasks.
Focuses heavily on enterprise data labeling and training data curation, similar to Scale's core annotation business.
Focuses heavily on enterprise data labeling and training data curation, similar to Scale's core annotation business.
Free / Open-sourceAI search and retrieval platform for modern apps and commerce
Free / Open-sourceAI search and retrieval platform for modern apps and commerce
Free / Open-sourceCustom AI agents trained on your documentation and knowledge base
Free / Open-sourceCustom AI agents trained on your documentation and knowledge base
Free / Open-sourceTurn any document into AI-ready context with agentic parsing and extraction
Free / Open-sourceTurn any document into AI-ready context with agentic parsing and extraction
Provides enterprise multimodal annotation and data management tools, but with less emphasis on managed labeling workforces.
Provides enterprise multimodal annotation and data management tools, but with less emphasis on managed labeling workforces.
SpecialistTrack, evaluate, and ship AI models and agents in one connected environment.
SpecialistTrack, evaluate, and ship AI models and agents in one connected environment.
Free / Open-sourceThe managed vector database and knowledge engine for production AI
SpecialistFocuses on post-deployment LLM observability and evaluation rather than training data generation or annotation.
SpecialistFocuses on post-deployment LLM observability and evaluation rather than training data generation or annotation.
Specializes in data infrastructure and annotation specifically tailored for computer vision and physical AI workloads.
Specializes in data infrastructure and annotation specifically tailored for computer vision and physical AI workloads.
SpecialistEnterprise LLMs and document AI that turn unstructured work into data
SpecialistEnterprise LLMs and document AI that turn unstructured work into data
