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.
Ultralytics records 793,423 monthly visits with +8.7% month-over-month growth and Freemium pricing. Zeda.io records 0 monthly visits with -100% growth and Paid pricing.

Voice of Customer-led product discovery that turns feedback into revenue-weighted product insights
| Dimension / Metric | ![]() | ![]() |
|---|---|---|
| Official Domain | ultralytics.com | zeda.io |
| Pricing Model | Freemium | Paid |
| Monthly Visits | 793.42K (793,423) | 0 (0) |
| MoM Traffic Delta | +63.49K (+8.7%) | -1.45K (-100%) |
| Primary Market & Share | 🇨🇳 China (15.2%) | 🌐 Global (—) |
| Direct Visits / mo | 239.75K | 0 |
| User Rating | 4.6 | 3.9 |
| Supported Platforms | Website | Website |

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.

Voice of Customer-led product discovery that turns feedback into revenue-weighted product insights
Gathers feedback from Slack, Intercom and other support chats, call transcripts, CSV imports, public reviews, in-app widgets, customer portals, Chrome capture and CRM data into one dashboard.
Groups feedback into product areas and insight categories like complaints, requests, opportunities and lost deals, generates AI insight reports and surfaces trend and sentiment analysis.
Ties each insight and feature to revenue impact and customer accounts so roadmap decisions are justified by business outcome rather than by the loudest request.
Builds roadmaps from pre-built templates with custom views, OKRs, impact mapping and prioritization models, kept private or shared publicly to close the loop with customers.
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.

Free / Open-sourceAI feedback capture that ties customer requests to revenue
Free / Open-sourceAI feedback capture that ties customer requests to revenue

Free / Open-sourceAgentic product management system for customer-driven roadmaps
Free / Open-sourceAgentic product management system for customer-driven roadmaps
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.

SpecialistAI-native customer intelligence platform that turns every customer conversation into context
SpecialistAI-native customer intelligence platform that turns every customer conversation into context

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-sourceMine a million real user complaints for validated startup ideas
Free / Open-sourceMine a million real user complaints for validated startup ideas

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.