Labelbox records 762,803 monthly visits with -22.8% month-over-month growth and Contact for Pricing pricing. Layerup records 2,824 monthly visits with -4% growth and Contact for Pricing pricing.
The environments frontier AI trains on, and the agents that do the recurring work
Long-horizon AI agents that run insurance and financial services work end to end
| Dimension / Metric | | |
|---|---|---|
| Official Domain | labelbox.com | uselayerup.com |
| Pricing Model | Contact for Pricing | Contact for Pricing |
| Monthly Visits | 762.8K (762,803) | 2.82K (2,824) |
| MoM Traffic Delta | -225.17K (-22.8%) | -117 (-4%) |
| Primary Market & Share | 🇺🇸 United States (21.9%) | 🇺🇸 United States (98.1%) |
| Direct Visits / mo | 370.02K | 2.6K |
| 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.
Long-horizon AI agents that run insurance and financial services work end to end
Long-horizon agents that work uninterrupted for hours or days, reasoning through evidence and risk rather than just surfacing a recommendation.
Officially oriented around carriers, financial institutions, TPAs, and lenders, with coverage across 16 lines of business including auto, property, travel, life, health, commercial, workers' comp, cyber, and mortgage.
Strata lets users ask in plain English to pull reports, query the agent fleet, change how agents behave, and even build and ship a brand-new agent for a workflow.
Agents run across the tools your teams already use, with no rip-and-replace and no forced migration to a new system of record.
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.
SpecialistRelies heavily on managed human-in-the-loop workforce services for data validation, offering less self-serve technical tooling than Labelbox.
Delivers enterprise-grade labeling and model evaluation at massive scale, but often requires higher enterprise budgets than Labelbox.
Delivers enterprise-grade labeling and model evaluation at massive scale, but often requires higher enterprise budgets than Labelbox.
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.
Free / Open-sourceBuild, share, and control AI agents that actually do the work
Free / Open-sourceBuild, share, and control AI agents that actually do the work
SpecialistTrack, evaluate, and ship AI models and agents in one connected environment.
SpecialistTrack, evaluate, and ship AI models and agents in one connected environment.
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.
An agentic automation platform that turns manual enterprise processes into self-running workflows
Free / Open-sourceProvides a flexible open-source alternative for custom data labeling, but requires self-hosting and manual infrastructure maintenance.
Free / Open-sourceProvides a flexible open-source alternative for custom data labeling, but requires self-hosting and manual infrastructure maintenance.
SpecialistFocuses strictly on LLM evaluation, testing, and observability rather than raw data annotation and training dataset curation.
SpecialistFocuses strictly on LLM evaluation, testing, and observability rather than raw data annotation and training dataset curation.
Vertical AI applications and agents built for retail, financial services, industrial, and enterprise IT
Vertical AI applications and agents built for retail, financial services, industrial, and enterprise IT
