Labelbox records 762,803 monthly visits with -22.8% month-over-month growth and Contact for Pricing pricing. Surfer records 249,599 monthly visits with -29.3% growth and Paid, Contact for Pricing pricing.
The environments frontier AI trains on, and the agents that do the recurring work
AI visibility platform to get your brand cited in AI search
| Dimension / Metric | | |
|---|---|---|
| Official Domain | labelbox.com | surferseo.com |
| Pricing Model | Contact for Pricing | Paid, Contact for Pricing |
| Monthly Visits | 762.8K (762,803) | 249.6K (249,599) |
| MoM Traffic Delta | -225.17K (-22.8%) | -103.59K (-29.3%) |
| Primary Market & Share | 🇺🇸 United States (21.9%) | 🇺🇸 United States (30.2%) |
| Direct Visits / mo | 370.02K | 145.79K |
| 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.
AI visibility platform to get your brand cited in AI search
Run the prompts your buyers ask across ChatGPT, Gemini, Perplexity, Google AI Mode, and AI Overviews, and see a visibility score, mention rate, and average position by brand, topic, and model.
See every domain and URL the AI answers cite, how often they appear, and whether they mention your brand, so you can target the sources that actually shape answers.
Draft and optimize articles in a guided editor built to earn citations in AI answers and rankings in Google, with content audit and topical map support.
Find the questions your audience asks AI and Google, and spot weak pages and content gaps worth fixing or rebuilding.
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.
SpecialistTrack, evaluate, and ship AI models and agents in one connected environment.
SpecialistTrack, evaluate, and ship AI models and agents in one connected environment.
Provides robust AI search analytics and sentiment tracking in generative assistants, but offers less granular page-level optimization.
Provides robust AI search analytics and sentiment tracking in generative assistants, but offers less granular page-level optimization.
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.
SpecialistAI Search Visibility Platform for GEO & AEO
SpecialistAI SEO agents that rank on Google and get cited by AI chatbots
SpecialistAI SEO agents that rank on Google and get cited by AI chatbots
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.
Stronger dedicated focus on tracking brand mentions across conversational search engines, but lacks Surfer's broader content optimization workflows.
Stronger dedicated focus on tracking brand mentions across conversational search engines, but lacks Surfer's broader content optimization workflows.
Specializes in AEO brand visibility tracking across major AI engines, though with fewer traditional SEO writing assistant features.
Specializes in AEO brand visibility tracking across major AI engines, though with fewer traditional SEO writing assistant features.
