LightOn records 31,021 monthly visits with +31.1% month-over-month growth and Contact for Pricing pricing. Roboflow records 1,431,204 monthly visits with +6.6% growth and Freemium, Contact for Pricing pricing.
The enterprise AI search platform that turns documents into outcomes
Build, train, and deploy computer vision for the physical world
| Dimension / Metric | | |
|---|---|---|
| Official Domain | lighton.ai | roboflow.com |
| Pricing Model | Contact for Pricing | Freemium, Contact for Pricing |
| Monthly Visits | 31.02K (31,021) | 1.43M (1,431,204) |
| MoM Traffic Delta | +7.36K (+31.1%) | +88.17K (+6.6%) |
| Primary Market & Share | 🇫🇷 France (52.5%) | 🇺🇸 United States (21.2%) |
| Direct Visits / mo | 7.78K | 676.47K |
| User Rating | 4.2 | 4.6 |
| 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.
Build, train, and deploy computer vision for the physical world
Label thousands of images in minutes using frontier models and custom filters, then curate datasets for training.
Combine detection, tracking, and logic blocks to orchestrate actions, update databases, and connect to industrial systems.
Run high-speed inference in the cloud or on edge devices, processing live video and images wherever the application lives.
Get into production quickly with an agent that sees the world, understands what is happening, and triggers actions.
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.
SpecialistRun, fine-tune, and deploy machine learning models with one line of code
SpecialistRun, fine-tune, and deploy machine learning models with one line of code
Free / Open-sourceFocuses specifically on the YOLO model family for real-time object detection, whereas Roboflow offers a broader suite of annotation and dataset tools.
Free / Open-sourceFocuses specifically on the YOLO model family for real-time object detection, whereas Roboflow offers a broader suite of annotation and dataset tools.
Provides powerful enterprise data labeling and curation workflows, but lacks Roboflow's built-in model training and edge deployment pipelines.
Provides powerful enterprise data labeling and curation workflows, but lacks Roboflow's built-in model training and edge deployment pipelines.
Free / Open-sourceAI search and retrieval platform for modern apps and commerce
Free / Open-sourceAI search and retrieval platform for modern apps and commerce
SpecialistThe data, evaluations and systems behind AI that has to be right.
SpecialistThe data, evaluations and systems behind AI that has to be right.
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
Combines annotation and data curation for enterprise ML pipelines, but requires more manual setup for edge model deployment.
Combines annotation and data curation for enterprise ML pipelines, but requires more manual setup for edge model deployment.
Free / Open-sourceThe managed vector database and knowledge engine for production AI
Strong multimodal data infrastructure for physical AI datasets, though less focused on simple end-user model deployment than Roboflow.
Strong multimodal data infrastructure for physical AI datasets, though less focused on simple end-user model deployment than Roboflow.
SpecialistEnterprise LLMs and document AI that turn unstructured work into data
SpecialistEnterprise LLMs and document AI that turn unstructured work into data
