Labelbox records 762,803 monthly visits with -22.8% month-over-month growth and Contact for Pricing pricing. Sequel records 10,904 monthly visits with -1.1% growth and Freemium, Contact for Pricing pricing.
The environments frontier AI trains on, and the agents that do the recurring work
Give your AI agents live business data they can trust
| Dimension / Metric | | |
|---|---|---|
| Official Domain | labelbox.com | sequel.sh |
| Pricing Model | Contact for Pricing | Freemium, Contact for Pricing |
| Monthly Visits | 762.8K (762,803) | 10.9K (10,904) |
| MoM Traffic Delta | -225.17K (-22.8%) | -116 (-1.1%) |
| Primary Market & Share | 🇺🇸 United States (21.9%) | 🇺🇸 United States (42%) |
| Direct Visits / mo | 370.02K | 4.41K |
| User Rating | 4.4 | 4.5 |
| 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.
Give your AI agents live business data they can trust
Hook up GA4, Google Ads, HubSpot, Stripe, Search Console, and warehouses or databases via OAuth or a key — read-only, with nothing to self-host.
Tell Sequel once what a qualified lead, active account, or blended CAC means for your team, and every agent applies the same definition every time.
Sequel returns the query it ran with each result, so you can verify a figure instead of trusting it blindly.
Runs over MCP, so one connection serves Claude, ChatGPT, Cursor, Codex, and other MCP clients without reconnecting sources.
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.
An agentic analytics platform that turns questions into governed, trusted answers
An agentic analytics platform that turns questions into governed, trusted answers
SpecialistRelies heavily on managed human-in-the-loop workforce services for data validation, offering less self-serve technical tooling than Labelbox.
Chat with your data to get analysis, charts, reports, and slides
Chat with your data to get analysis, charts, reports, and slides
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.
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.
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.
The AI spreadsheet that connects to your data and explains its answers
The AI spreadsheet that connects to your data and explains its answers
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.
AI-native business intelligence your whole team can actually trust
AI-native business intelligence your whole team can actually trust
