Labelbox records 762,803 monthly visits with -22.8% month-over-month growth and Contact for Pricing pricing. PublicView records 148 monthly visits with -53.6% growth and Free Trial pricing.
The environments frontier AI trains on, and the agents that do the recurring work
Source-backed AI research over SEC filings for public companies
| Dimension / Metric | | |
|---|---|---|
| Official Domain | labelbox.com | publicview.ai |
| Pricing Model | Contact for Pricing | Free Trial |
| Monthly Visits | 762.8K (762,803) | 148 (148) |
| MoM Traffic Delta | -225.17K (-22.8%) | -171 (-53.6%) |
| Primary Market & Share | 🇺🇸 United States (21.9%) | 🌐 Global (—) |
| Direct Visits / mo | 370.02K | 57 |
| 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.
Source-backed AI research over SEC filings for public companies
Ask plain-English questions about 10-Ks, 10-Qs and 8-Ks. The assistant retrieves the relevant filing excerpts and streams an answer with citations you can open to inspect the source text.
Deep Mode extracts entities and relationships from filings and maps companies, people, products, ownership, strategy and risk into a dual-view network where every node links back to evidence.
Search extracted connections to answer who is tied to whom and how, then follow dated events across filing periods to see how leadership, strategy and risks evolved.
Add companies to a watchlist and get AI-summarized notifications when a new 8-K, 10-Q or Form 4 lands, with insider transactions organized for quick review.
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.
Global macro data and AI research platform for smarter economic decisions
Global macro data and AI research platform for smarter economic decisions
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.
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.
AI-driven market analysis for faster, data-backed investing decisions
AI-driven market analysis for faster, data-backed investing decisions
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.
Institution-grade crypto and equities intelligence, delivered through a chat-style AI analyst.
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.
SpecialistInstitutional-depth market research with an AI copilot that builds, backtests, and screens for you
SpecialistInstitutional-depth market research with an AI copilot that builds, backtests, and screens for you
