Free / Open-sourceProvides an all-in-one ecosystem for dataset annotation, model training, and edge deployment.

Mappedin records 173,962 monthly visits with -28.6% month-over-month growth and Freemium, Contact for Pricing pricing. Ultralytics records 793,423 monthly visits with +8.7% growth and Freemium pricing.

One live indoor map for wayfinding, operations and security
| Dimension / Metric | ![]() | ![]() |
|---|---|---|
| Official Domain | mappedin.com | ultralytics.com |
| Pricing Model | Freemium, Contact for Pricing | Freemium |
| Monthly Visits | 173.96K (173,962) | 793.42K (793,423) |
| MoM Traffic Delta |
|---|
| -69.78K (-28.6%) |
| +63.49K (+8.7%) |
| Primary Market & Share | 🇨🇦 Canada (38.7%) | 🇨🇳 China (15.2%) |
|---|
| Direct Visits / mo | 99.39K | 239.75K |
|---|
| User Rating | 4.3 | 4.6 |
|---|
| Supported Platforms | Website | Website |
|---|

One live indoor map for wayfinding, operations and security
Convert existing CAD, DWG, DXF, PDF, PNG or BIM floor plans into accurate, geo-referenced indoor maps in weeks rather than years, with optional hands-on mapping services covering map design, 3D modelling and points of interest.
Tie building management systems, IoT sensors, BIM and CAD models, cameras and work-order tools to one live indoor map so operations, security, facilities and guest teams share a single source of truth.
Deliver searchable directories and turn-by-turn, step-free directions across floors and buildings on the web, in apps, on kiosks and on digital signage, with indoor positioning where supported.
Embed location, maps and navigation into your own web, iOS and Android products through the Map SDK, developer portal and documentation.

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.


SpecialistEnterprise-grade labeling and data curation platform for complex computer vision training pipelines.
#2
Enterprise spatial capture and mapping platform, focusing on drones and jobsite tracking rather than indoor wayfinding.
#3SpecialistProvides 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.

SpecialistTurn spreadsheet data into custom choropleth maps and interactive embeds

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.

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

SpecialistGenerates real-estate site plans and spatial layouts rapidly, but lacks Mappedin's dedicated enterprise indoor wayfinding SDKs.
SpecialistTurns floor plans into photorealistic 3D interior designs, but lacks enterprise-grade indoor navigation and wayfinding infrastructure.

Offers a no-code/low-code cloud pipeline for training and deploying custom vision models.
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.
Enterprise spatial capture and mapping platform, focusing on drones and jobsite tracking rather than indoor wayfinding.
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.
SpecialistTurn spreadsheet data into custom choropleth maps and interactive embeds
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.
SpecialistFocuses on prompt-based rapid assembly of end-to-end enterprise computer vision applications.
SpecialistGenerates real-estate site plans and spatial layouts rapidly, but lacks Mappedin's dedicated enterprise indoor wayfinding SDKs.
SpecialistTurns floor plans into photorealistic 3D interior designs, but lacks enterprise-grade indoor navigation and wayfinding infrastructure.
Offers a no-code/low-code cloud pipeline for training and deploying custom vision models.