Labelbox records 762,803 monthly visits with -22.8% month-over-month growth and Contact for Pricing pricing. Ultimaps records 151,723 monthly visits with -11.3% growth and Freemium pricing.
The environments frontier AI trains on, and the agents that do the recurring work
Turn spreadsheet data into custom choropleth maps and interactive embeds
| Dimension / Metric | | |
|---|---|---|
| Official Domain | labelbox.com | ultimaps.com |
| Pricing Model | Contact for Pricing | Freemium |
| Monthly Visits | 762.8K (762,803) | 151.72K (151,723) |
| MoM Traffic Delta | -225.17K (-22.8%) | -19.27K (-11.3%) |
| Primary Market & Share | 🇺🇸 United States (21.9%) | 🇺🇸 United States (45.7%) |
| Direct Visits / mo | 370.02K | 20.28K |
| User Rating | 4.4 | 4.4 |
| 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.
Turn spreadsheet data into custom choropleth maps and interactive embeds
Choose from world, continent, country, US state, county and ZIP code maps, each divided into regions you can color individually.
Paste from Excel, upload CSV, connect Google Sheets or Notion, or type a prompt like "color states by population" and let the AI map it.
Smart color scaling picks palettes and breakpoints for your dataset and generates a matching legend without manual configuration.
Publish a live map with tooltips, popups, click-through links, pan and zoom, then embed it via one line of code or by pasting the link into Notion, WordPress, Ghost or Substack.
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.
SpecialistOffers powerful AI data analysis and charting from spreadsheets, but lacks dedicated geographic map rendering features.
SpecialistOffers powerful AI data analysis and charting from spreadsheets, but lacks dedicated geographic map rendering features.
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.
SpecialistOne live indoor map for wayfinding, operations and security
SpecialistOne live indoor map for wayfinding, operations and security
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.
SpecialistTransforms raw spreadsheets into presentation-ready charts and visual insights, but does not build geographic maps.
SpecialistTurns spreadsheets into interactive charts and diagrams quickly, but lacks mapping and spatial data visualization features.
SpecialistTurns spreadsheets into interactive charts and diagrams quickly, but lacks mapping and spatial data visualization features.
