Instinctools records 27,941 monthly visits with -1.1% month-over-month growth and Contact for Pricing pricing. Labelbox records 762,803 monthly visits with -22.8% growth and Contact for Pricing pricing.
AI-powered engineering partner for custom software and data platforms
The environments frontier AI trains on, and the agents that do the recurring work
| Dimension / Metric | | |
|---|---|---|
| Official Domain | instinctools.com | labelbox.com |
| Pricing Model | Contact for Pricing | Contact for Pricing |
| Monthly Visits | 27.94K (27,941) | 762.8K (762,803) |
| MoM Traffic Delta |
| -318 (-1.1%) |
| -225.17K (-22.8%) |
| Primary Market & Share | 🇵🇱 Poland (21.2%) | 🇺🇸 United States (21.9%) |
|---|
| Direct Visits / mo | 10.42K | 370.02K |
|---|
| User Rating | 3.9 | 4.4 |
|---|
| Supported Platforms | Website | Website |
|---|
AI-powered engineering partner for custom software and data platforms
Lean senior-led teams that pair engineers with specialised AI agents for routine work, targeting faster delivery at lower cost.
Custom agents and domain-specific multi-agent systems for autonomous operations, plus chatbot and conversational interfaces.
Machine learning, computer vision, MLOps and data engineering with warehouses, dashboards and BI on modern platforms.
Web, mobile, e-commerce and cloud engineering, including legacy modernisation, IoT work and SaaS product builds.
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.
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.
#2Delivers 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.
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.
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.
SpecialistApplied AI engineering and consulting for enterprise deployments
SpecialistAI agent development studio for production-grade systems
SpecialistAI & machine learning consulting that ships production systems
Free / Open-sourceFull-stack Vercel AI SDK patterns for shipping real AI apps
SpecialistStreamlines end-to-end computer vision workflows from annotation to model deployment, but lacks Labelbox's general enterprise agent orchestration.
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.
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.
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.
SpecialistApplied AI engineering and consulting for enterprise deployments
SpecialistAI agent development studio for production-grade systems
SpecialistAI & machine learning consulting that ships production systems
Free / Open-sourceFull-stack Vercel AI SDK patterns for shipping real AI apps
