Labelbox records 762,803 monthly visits with -22.8% month-over-month growth and Contact for Pricing pricing. LightOn records 31,021 monthly visits with +31.1% growth and Contact for Pricing pricing.
The environments frontier AI trains on, and the agents that do the recurring work
The enterprise AI search platform that turns documents into outcomes
| Dimension / Metric | | |
|---|---|---|
| Official Domain | labelbox.com | lighton.ai |
| Pricing Model | Contact for Pricing | Contact for Pricing |
| Monthly Visits | 762.8K (762,803) | 31.02K (31,021) |
| MoM Traffic Delta | -225.17K (-22.8%) | +7.36K (+31.1%) |
| Primary Market & Share | 🇺🇸 United States (21.9%) | 🇫🇷 France (52.5%) |
| Direct Visits / mo | 370.02K | 7.78K |
| User Rating | 4.4 | 4.2 |
| Supported Platforms | Website | Website |
The environments frontier AI trains on, and the agents that do the recurring work
Structured annotation, curation, model evaluation and human-in-the-loop review across vision, language and generative tasks, used to build the training and eval data behind production models.
Recursion agents start on their own from builds, alerts, commits, checkpoints and schedules, then work in the background until the task is finished and reviewable.
Specialist agents cover software engineering, reliability, security, ML research, evals, R&D, product and finance workflows, from flaky test fixes to postmortem drafts and vulnerability patches.
Every agent run is scored by a grader, and graded sessions leave memories, notes and skills that the next session reads before acting, so quality compounds over time.
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.
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 end-to-end computer vision workflows from annotation to model deployment, but lacks Labelbox's general enterprise agent orchestration.
SpecialistStreamlines end-to-end computer vision workflows from annotation to model deployment, but lacks Labelbox's general enterprise agent orchestration.
Free / Open-sourceAI search and retrieval platform for modern apps and commerce
Free / Open-sourceAI search and retrieval platform for modern apps and commerce
SpecialistRelies heavily on managed human-in-the-loop workforce services for data validation, offering less self-serve technical tooling than Labelbox.
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
Offers robust multimodal annotation and workflow automation, featuring slightly more intuitive data curation pipelines for computer vision teams.
Offers robust multimodal annotation and workflow automation, featuring slightly more intuitive data curation pipelines for computer vision teams.
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
Specializes in advanced computer vision and physical AI data pipelines, though with a narrower focus than general text-and-image labeling.
Specializes in advanced computer vision and physical AI data pipelines, though with a narrower focus than general text-and-image labeling.
SpecialistEnterprise LLMs and document AI that turn unstructured work into data
SpecialistEnterprise LLMs and document AI that turn unstructured work into data
