Baztech — Driving Efficiency Through Tech

Engineering Service

AI & Computer Vision

Baztech applies computer vision where a measurable camera event can improve visibility or automate a workflow. We define accuracy, lighting, placement, edge processing and reporting requirements before selecting the model approach.

Practical camera analytics for counting, detection, ANPR, events and operational reporting.
Practical camera analytics for counting, detection, ANPR, events and operational reporting.View all

The operational challenge

The operational challenge

Projects usually begin with one or more of these constraints.

  • Camera footage is available but not actionable
  • Manual counting or vehicle logging is inconsistent
  • Operations need automated visual events and alerts

What Baztech can deliver

What Baztech can deliver

The final scope is confirmed after technical discovery and any required site assessment.

  • Use-case and camera-site assessment
  • People counting, ANPR or object detection
  • Edge or cloud inference architecture
  • Event, alert and dashboard integration
  • Accuracy review and operational reporting

Relevant technology

Relevant technology

  • Object detection
  • ANPR
  • Edge AI
  • Camera events
  • Python
  • APIs
  • Computer vision dashboards

How we approach the project

How we approach the project

  1. 1Requirements and constraints
  2. 2Feasibility and architecture
  3. 3Prototype and integration
  4. 4Testing and deployment

FAQ

Frequently asked questions

Is ai & computer vision delivered as a fixed product?

Baztech normally configures ai & computer vision around the operating environment, required integrations and project scope. Reusable components may be used, but the final system is designed around confirmed requirements.

Can Baztech support only one part of the project?

Yes. We can lead the complete project or support a defined stage such as feasibility, PCB design, firmware, dashboard development, integration or deployment.

How does a project begin?

We start with a technical discussion covering the problem, operating environment, required outputs, existing equipment, target users and deployment constraints. The next step may be a feasibility review, site assessment or scoped quotation.

Is on-site work available?

Remote development is used where practical. Site surveys, installation support and commissioning can be arranged in Malaysia when physical equipment or field conditions need to be assessed.

Discuss Your Project

Share the operating problem, existing equipment, deployment environment and required outcome. We will recommend a practical next technical step.

Discuss Your Project
Talk to an engineer