Labelbox records 762,803 monthly visits with -22.8% month-over-month growth and Contact for Pricing pricing. Mappedin records 173,962 monthly visits with -28.6% growth and Freemium, Contact for Pricing pricing.
The environments frontier AI trains on, and the agents that do the recurring work
One live indoor map for wayfinding, operations and security
| Dimension / Metric | | |
|---|---|---|
| Official Domain | labelbox.com | mappedin.com |
| Pricing Model | Contact for Pricing | Freemium, Contact for Pricing |
| Monthly Visits | 762.8K (762,803) | 173.96K (173,962) |
| MoM Traffic Delta | -225.17K (-22.8%) | -69.78K (-28.6%) |
| Primary Market & Share | 🇺🇸 United States (21.9%) | 🇨🇦 Canada (38.7%) |
| Direct Visits / mo | 370.02K | 99.39K |
| User Rating | 4.4 | 4.3 |
| 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.
One live indoor map for wayfinding, operations and security
Convert existing CAD, DWG, DXF, PDF, PNG or BIM floor plans into accurate, geo-referenced indoor maps in weeks rather than years, with optional hands-on mapping services covering map design, 3D modelling and points of interest.
Tie building management systems, IoT sensors, BIM and CAD models, cameras and work-order tools to one live indoor map so operations, security, facilities and guest teams share a single source of truth.
Deliver searchable directories and turn-by-turn, step-free directions across floors and buildings on the web, in apps, on kiosks and on digital signage, with indoor positioning where supported.
Embed location, maps and navigation into your own web, iOS and Android products through the Map SDK, developer portal and documentation.
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.
Enterprise spatial capture and mapping platform, focusing on drones and jobsite tracking rather than indoor wayfinding.
Enterprise spatial capture and mapping platform, focusing on drones and jobsite tracking rather than indoor wayfinding.
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.
SpecialistTurn spreadsheet data into custom choropleth maps and interactive embeds
SpecialistTurn spreadsheet data into custom choropleth maps and interactive embeds
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.
SpecialistGenerates real-estate site plans and spatial layouts rapidly, but lacks Mappedin's dedicated enterprise indoor wayfinding SDKs.
SpecialistGenerates real-estate site plans and spatial layouts rapidly, but lacks Mappedin's dedicated enterprise indoor wayfinding SDKs.
SpecialistTurns floor plans into photorealistic 3D interior designs, but lacks enterprise-grade indoor navigation and wayfinding infrastructure.
SpecialistTurns floor plans into photorealistic 3D interior designs, but lacks enterprise-grade indoor navigation and wayfinding infrastructure.
