
Callum Leonard
Director & AVI SME

Callum Leonard is Founder of Valisense, a consulting firm focused on Automated Visual Inspection (AVI) implementation and optimization in regulated manufacturing.Previously involved in early-stage software startup, contributing to product development, system architecture, and scaling technical solutions.Background in Computer Science and software engineering. Leads end to end deployment of AVI systems, from requirements definition through validation and production rollout.
DAY 2: September 29th, 2026
SESSION: The Hidden Complexity of AVI: Why Good Systems Fail in Real Production
◆ Hidden hurdles in AVI implementation.
◆ Why false rejects and variability derail projects.
◆ The gap between pilot success and production reality.
◆ Validation, data, and ownership as critical success factors.
◆ How to make AVI robust in real manufacturing environments.





