AI Won't Fix Bad Testing—Why Strategy Matters More Than Automation

AI-assisted development fundamentally shifts testing requirements beyond simple test automation. Teams must rethink their testing strategy to account for faster UI changes, evolving business logic, and increased review pressure—treating AI as a supplement to human test ownership rather than a replacement. The real value of AI in testing emerges not from test generation but from intelligent maintenance, rapid diagnostics, and helping teams allocate testing effort where it impacts product outcomes most.