iris R&D Group records 633 monthly visits with -72.2% 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 road patrol and asset intelligence for cities and defense
The environments frontier AI trains on, and the agents that do the recurring work
| Dimension / Metric | | |
|---|---|---|
| Official Domain | irisradgroup.com | labelbox.com |
| Pricing Model | Contact for Pricing | Contact for Pricing |
| Monthly Visits | 633 (633) | 762.8K (762,803) |
| MoM Traffic Delta | -1.65K (-72.2%) | -225.17K (-22.8%) |
| Primary Market & Share | 🇮🇹 Italy (100%) | 🇺🇸 United States (21.9%) |
| Direct Visits / mo | 248 | 370.02K |
| User Rating | 3.9 | 4.4 |
| Supported Platforms | Website | Website |
AI-powered road patrol and asset intelligence for cities and defense
AI cameras detect potholes, cracks, graffiti, and up to 300 classes of damaged or missing roadway assets during normal patrol routes.
Automatically calculates Pavement Condition Index (PCI) for roads and sidewalks using distress types such as cracking, rutting, and roughness.
Captures assets like traffic signs, hydrants, and street lights with attributes including sign codes, text, street names, and dimensions.
Plug-and-play edge hardware pairs with an AI data-visualization dashboard that feeds work orders and ERPs.
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.
SpecialistStreamlines end-to-end computer vision workflows from annotation to model deployment, but lacks Labelbox's general enterprise agent orchestration.
Satellite imagery turned into decisions with AI analytics
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.
AI dash cameras and fleet safety intelligence that coach drivers in the moment
AI dash cameras and fleet safety intelligence that coach drivers in the moment
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.
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.
Free / Open-sourceAI agents that detect, monitor and inspect anything you can see from the sky
Free / Open-sourceAI agents that detect, monitor and inspect anything you can see from the sky
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.
AI video analytics for proactive workplace safety and operations
AI video analytics for proactive workplace safety and operations
