Free / Open-sourceProvides an all-in-one ecosystem for dataset annotation, model training, and edge deployment.
Free / Open-sourceProvides an all-in-one ecosystem for dataset annotation, model training, and edge deployment.
iris R&D Group records 633 monthly visits with -72.2% month-over-month growth and Contact for Pricing pricing. Ultralytics records 793,423 monthly visits with +8.7% growth and Freemium pricing.

AI-powered road patrol and asset intelligence for cities and defense
| Dimension / Metric | ![]() | ![]() |
|---|---|---|
| Official Domain | irisradgroup.com | ultralytics.com |
| Pricing Model | Contact for Pricing | Freemium |
| Monthly Visits | 633 (633) | 793.42K (793,423) |
| MoM Traffic Delta | -1.65K (-72.2%) | +63.49K (+8.7%) |
| Primary Market & Share | 🇮🇹 Italy (100%) | 🇨🇳 China (15.2%) |
| Direct Visits / mo | 248 | 239.75K |
| User Rating | 3.9 | 4.6 |
| 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.

Real-time vision AI models and a full platform to train, annotate, and deploy them
One model family covering detection, instance segmentation, pose estimation, oriented boxes, classification, and tracking, tuned for real-time inference on GPU, CPU, and edge devices.
Label data with SAM-assisted annotation, train on cloud GPUs with AutoTrain, and deploy to managed regions that scale to zero when idle.
Ship trained models to ONNX, TensorRT, CoreML, TFLite, and many other formats for cloud servers, mobile devices, and embedded hardware.
Adopt the open-source AGPL-3.0 release, or purchase an enterprise license to embed YOLO in closed-source products without copyleft obligations.
Free / Open-sourceProvides an all-in-one ecosystem for dataset annotation, model training, and edge deployment.
Free / Open-sourceProvides an all-in-one ecosystem for dataset annotation, model training, and edge deployment.

SpecialistEnterprise-grade labeling and data curation platform for complex computer vision training pipelines.
SpecialistEnterprise-grade labeling and data curation platform for complex computer vision training pipelines.

Satellite imagery turned into decisions with AI analytics

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
SpecialistProvides advanced multimodal dataset curation and annotation tools specifically for computer vision teams.
SpecialistProvides advanced multimodal dataset curation and annotation tools specifically for computer vision teams.

Free / Open-sourceOpen-source self-hosted NVR optimized for running real-time local object detection on security feeds.
Free / Open-sourceOpen-source self-hosted NVR optimized for running real-time local object detection on security feeds.

Free / Open-sourceOpen-source labeling tool with extensible support for custom computer vision annotation tasks.
Free / Open-sourceOpen-source labeling tool with extensible support for custom computer vision annotation tasks.

SpecialistSpecializes in dataset curation, visualization, and quality evaluation for computer vision workflows.
SpecialistSpecializes in dataset curation, visualization, and quality evaluation for computer vision workflows.

SpecialistFocuses on prompt-based rapid assembly of end-to-end enterprise computer vision applications.
SpecialistFocuses on prompt-based rapid assembly of end-to-end enterprise computer vision applications.

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

AI video analytics for proactive workplace safety and operations
AI video analytics for proactive workplace safety and operations

Offers a no-code/low-code cloud pipeline for training and deploying custom vision models.
Offers a no-code/low-code cloud pipeline for training and deploying custom vision models.