Workflow concepts — possible approaches, not client case studies. Scope and delivery requirements are agreed for each project.
The business problem
Visual checks can be repetitive, difficult to standardise, and dependent on timely review. The right system needs to fit the physical process and make uncertainty visible.
Possible scope
- Camera, image-quality, and workflow requirements discovery
- Model evaluation and a human-in-the-loop review interface
- Deployment planning for cloud or edge environments, monitoring, and iteration
Suggested engineering approach
- 01. Validate image conditions before selecting a model
- 02. Measure model behaviour on representative examples
- 03. Escalate uncertain results rather than silently accepting them
A staged proof-of-concept or pilot that defines data, success criteria, operating conditions, and the handoff to production.
