Asia-Pacific Taipei, Taiwan · Electronics manufacturing
Rebuilding a quality-inspection workflow at an electronics manufacturer
A manufacturer had a promising visual-inspection model that never made it out of the lab.
Service: AI-Native Transformation Illustrative case study. Representative of our work and anonymized. It does not name a client, and the outcome is described qualitatively.
The challenge
The inspection model performed well in testing but was not integrated into the line, lacked ongoing evaluation, and had no operational owner.
What we did
- Redesigned the inspection workflow around the model with human review for edge cases.
- Built continuous evaluation so performance was tracked on the real line.
- Integrated into production with monitoring and clear ownership.
The outcome
Visual inspection moved from a lab result to a monitored production workflow the plant could rely on and extend.