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.
CalPulse records 164 monthly visits with -72.7% month-over-month growth and Paid pricing. Ultralytics records 793,423 monthly visits with +8.7% growth and Freemium pricing.

Snap any menu or meal, get instant calories and macros
| Dimension / Metric | ![]() | ![]() |
|---|---|---|
| Official Domain | calpulse.ai | ultralytics.com |
| Pricing Model | Paid | Freemium |
| Monthly Visits | 164 (164) | 793.42K (793,423) |
| MoM Traffic Delta | -436 (-72.7%) | +63.49K (+8.7%) |
| Primary Market & Share | 🇮🇶 Iraq (100%) | 🇨🇳 China (15.2%) |
| Direct Visits / mo | 63 | 239.75K |
| User Rating | 3.8 | 4.6 |
| Supported Platforms | Website | Website |

Snap any menu or meal, get instant calories and macros
Photograph a restaurant menu or your plate and let AI image recognition identify dishes and estimate calories and macros instantly.
Automatic logging of protein, carbohydrates, fat and total calories so you do not have to enter foods manually.
Suggestions for healthier menu choices and diet adjustments based on your stated goals and eating patterns.
Visual tracking of intake, weight, hydration and weekly goal achievement to show trends over time.

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.
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.

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.

Free / Open-sourceOpen AI infrastructure platform for managing GPU clusters and shipping models to production
Free / Open-sourceOpen AI infrastructure platform for managing GPU clusters and shipping models to production
Free / Open-sourceSnap a photo, get calories and macro estimates in seconds
Free / Open-sourceSnap a photo, get calories and macro estimates in seconds

SpecialistIndustrial vision intelligence embedded in your machines
SpecialistIndustrial vision intelligence embedded in your machines
Free / Open-sourceFree no-code machine learning model training
Free / Open-sourceFree no-code machine learning model training