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Computer Vision & Visual AI Development

Your cameras are already watching. We make them think.

Cognuitive Solutions helps you turn raw video and images into live, actionable signals. With our computer vision technology, defects get detected, assets counted, queues measured, documents parsed, safety rules enforced.
We design and deploy custom computer vision systems that plug directly into your existing operations, dashboards, and machines.

Whether you need to inspect products at line speed, track inventory, or automate data extraction from documents, we build production-grade visual AI that your team can actually use and maintain.

What We Build (Core Computer Vision Capabilities)

We design end-to-end pipelines around your specific use case, using modern deep learning (CNNs, transformers) and classical vision where it still makes sense.

Typical building blocks:

Object Detection & Tracking

Detect and follow multiple objects in video streams: products, pallets, forklifts, tools, vehicles, people.

Defect & Anomaly Detection

Surface subtle quality issues that humans miss or get tired of catching: scratches, misalignments, missing parts, packaging errors.

Pose & Activity Recognition

Recognize body posture or specific actions for ergonomics where needed, sports analytics, or safety violations.

Segmentation (Pixel-Level Understanding)

Precisely segment regions (e.g., solder pads, fruits, road lanes, PPE zones) when you need more than a bounding box.

Image Classification

Assign images or frames to categories: good vs bad, model A vs model B, damaged vs intact, compliant vs non-compliant.

OCR & Document Vision

Read text from invoices, labels, IDs, forms, and screens. Combine OCR with layout analysis to produce clean, structured data.

Video Analytics

Count people, measure dwell time, build heatmaps, detect unusual activity, and trigger alerts when behavior deviates from normal.

Where Computer Vision Fits in Your Business

We don’t sell “generic AI.” We solve concrete, messy problems in real operations.

Manufacturing & Industrial Inspection

Use cameras as smart sensors on your lines:

We can integrate with your MES, PLCs, or IoT dashboards so that a defect flag actually does something: stop the line, mark the batch, or notify the right person.

Warehousing, Logistics & Assets

Make your warehouse and yard more observable without adding hardware you don’t need.

Output can feed your WMS, ERP, or a custom dashboard we build for you.

Retail, Facilities & Public Spaces

Use visual AI to understand how people use your space:

We focus on privacy-aware design (masking, blurring, on-prem processing) where required.

Safety, Compliance & Monitoring

Move from incident reporting to incident prevention:

Vision events can trigger alerts over email, SMS, dashboards, or directly into your existing safety systems.

Documents, Screens & Visual Data

Not all vision is about cameras on the ceiling

We turn unstructured images and PDFs into clean JSON or database rows that your downstream systems can consume.

How We Work With You

1. Problem Framing & Feasibility

You walk away with a clear use case definition, architecture sketch, and feasibility assessment before committing to full build.

2. Data & Labeling

No good vision system exists without good data. We treat this stage as seriously as model training.

3. Model Prototyping

You get a working demo on your own data not a synthetic video.

4. Integration & Deployment

The goal: decisions and alerts that land where your team is already working.

5. Monitoring & Continuous Improvement

You don’t get a one-off model; you get an evolving system.

Typical Stack

What we help you do

We keep the process transparent and engineering-driven.

Sape

Whether you’re exploring your first computer vision project or scaling from a PoC to production across multiple sites, Cognuitive Solutions can help you design, build, and deploy visual AI that actually fits your operation.

Why Cognuitive Solutions

Our background spans embedded systems, IoT, SaaS platforms, and ML. That means we can speak equally well to your plant engineer, IT team, and CTO.

We don’t force you into a rigid SaaS product. We design custom pipelines on top of proven open-source and cloud components, so you keep flexibility and avoid lock-in.

We understand production realities: dirty cameras, changing lighting, new SKUs every quarter, operators with limited time. We design systems that can survive real factories and warehouses, not just labs.

On-prem processing, strict access controls, anonymization/blurring, and minimal data retention implemented where your industry requires it.

Work with us

We would love to hear more about your project

Full-stack product studio: AI/ML, custom software, embedded/IoT, and Microsoft ERP/CRM. We design, build, and operate production systems with security, observability, and measurable results.

Contact Us

South Millway, Mississauga, ON L5L 3T8, Canada

© 2014 – 2026 | Alrights reserved by Cognuitive

Email

Have a project in your mind?

09 : 00 AM - 10 : 30 PM

Monday – Saturday

© 2014 – 2026 | Alrights reserved by Cognuitive

Email

Have a project in your mind?

09 : 00 AM - 10 : 30 PM

Saturday – Thursday