Pre-Deployment AI Testing Done Right: Inside Dawgen’s DALA™ Lifecycle Validation Approach
December 6, 2025by Dr Dawkins Brown
Artificial Intelligence systems rarely fail in obvious ways. They fail quietly. A model that looked impressive in a proof-of-concept starts producing strange results when real customers interact with it. A chatbot begins giving inconsistent advice. A credit scoring engine inadvertently disadvantages a vulnerable group. A fraud model is “gamed” by bad actors who learn its...
