We build AI systems that see, read, and decide.
Rizwan AI builds computer vision and deep learning systems that turn images and video into reliable, automated decisions. Built to run in production on cloud, on-prem, or edge devices.
Computer vision, built for production
Deep learning across image and video, designed, trained, and deployed to run reliably in the real world.
Detect & count objects
Find and count objects in images and live video, in real time, even in busy scenes.
Track people & vehicles
Follow movement across frames to measure flow, paths, and dwell time.
Smart parking
Spot free and occupied bays and automate entry, exit, and enforcement.
Read documents (OCR)
Pull text, fields, and tables from invoices, IDs, and forms in any layout.
Classify & sort images
Label images at scale by category, condition, or defect type.
Video analytics
Turn camera feeds into counts, dwell time, and zone alerts.
Quality inspection
Catch scratches, misalignment, and missing parts on the production line.
Deploy & maintain
Run models reliably on cloud, on-prem, or edge, with monitoring and retraining.
Computer vision that ships to production
Rizwan AI builds computer vision and deep learning systems that turn images and video into reliable, automated decisions. We focus on getting them into production, not just a notebook.
We work end to end: framing the problem against your data, building a prototype you can evaluate early, then hardening it into a system that runs on cloud, on-prem, or edge hardware.
- End to end: problem framing, prototyping, deployment, and maintenance
- Object detection, tracking, OCR, video analytics, and quality inspection
- Runs where you need it: cloud, on-prem, or on-device at the edge
From the blog
Tutorials, code, and notes on computer vision, deep learning, and applied AI.

Object tracking and trajectory forecasting with YOLO26 and ByteTrack
Detect, track, and predict the future path of people and vehicles using Ultralytics YOLO26, ByteTrack, and a lightweight velocity-based forecasting model.

Real time bird detection and tracking using YOLO11
Learn how to detect and track birds using Ultralytics YOLO11 for real-time monitoring and ecological research through computer vision.

How to count people in zones with YOLO26 and OpenCV
A practical walkthrough of a compact Python script that detects, tracks, and counts people inside polygon zones using Ultralytics YOLO26 and OpenCV.

Supermarket items segmentation and counting with YOLO11
Discover how to achieve advanced items segmentation in supermarkets with Ultralytics YOLO11 for efficient object detection and analysis.

How to generate accurate segmentation masks using object detection and Meta SAM2
Learn how to generate segmentation masks with object detection and SAM2 models for advanced image processing tasks.

Object tracking and trajectory forecasting with YOLO26 and ByteTrack
Detect, track, and predict the future path of people and vehicles using Ultralytics YOLO26, ByteTrack, and a lightweight velocity-based forecasting model.

Real time bird detection and tracking using YOLO11
Learn how to detect and track birds using Ultralytics YOLO11 for real-time monitoring and ecological research through computer vision.

How to count people in zones with YOLO26 and OpenCV
A practical walkthrough of a compact Python script that detects, tracks, and counts people inside polygon zones using Ultralytics YOLO26 and OpenCV.

Supermarket items segmentation and counting with YOLO11
Discover how to achieve advanced items segmentation in supermarkets with Ultralytics YOLO11 for efficient object detection and analysis.

How to generate accurate segmentation masks using object detection and Meta SAM2
Learn how to generate segmentation masks with object detection and SAM2 models for advanced image processing tasks.
Questions, answered
What kind of problems do you take on?
Do you build prototypes or production systems?
Where can the models run?
How much data do I need?
How does a project start?
Is my data kept private?
Have visual data going to waste?
Tell us what you want to see, read, or measure. Book a short call and we'll give you an honest read on feasibility, accuracy, and cost.