High-quality human data for AI training, evaluation, and research
Labelbox records 762,803 monthly visits with -22.8% month-over-month growth and Contact for Pricing pricing. Metaforms records 18,974 monthly visits with -21.8% growth and Contact for Pricing pricing.

AI agents that speed up market research delivery
| Dimension / Metric | ![]() | ![]() |
|---|---|---|
| Official Domain | labelbox.com | metaforms.ai |
| Pricing Model | Contact for Pricing | Contact for Pricing |
| Monthly Visits | 762.8K (762,803) | 18.97K (18,974) |
| MoM Traffic Delta | -225.17K (-22.8%) | -5.29K (-21.8%) |
| Primary Market & Share | 🇺🇸 United States (21.9%) | 🇮🇳 India (99.7%) |
| Direct Visits / mo | 370.02K | 14.75K |
| User Rating | 4.4 | 4.1 |
| 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.

AI agents that speed up market research delivery
Generates survey code from a questionnaire in reviewable batches of three to five questions, applying your template plus custom coding conventions.
Upload a revised questionnaire, compare it against the current version, see proposed changes question by question and protect IDs, labels, stored values and history.
Operates in a programming workspace for Decipher and Dimensions, and through an extension inside Qualtrics and Confirmit.
When a programmer accepts, rejects or edits a suggestion, the agent carries those corrections into subsequent generations.
High-quality human data for AI training, evaluation, and research

Targeted research audiences with AI-verified data quality
Targeted research audiences with AI-verified data quality
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-sourceBuild forms, surveys and quizzes in seconds — with unlimited free responses

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.

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-sourcePrivacy-first AI surveys with end-to-end encrypted responses
Free / Open-sourcePrivacy-first AI surveys with end-to-end encrypted responses

Turn customer voices into confident decisions

Verified B2B and healthcare respondents for high-quality research
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.