Doing a ground-up rewrite nine months after a release isn't always a bad thing, especially when it's rooted in real-world data, as we discovered.
AI tools like Claude Code + Playwright speed up testing, but are you building quality debt? The three risks engineering leaders need to understand now.
Visual AI enables context-aware regression detection by understanding UI semantics and intent, not just pixel changes. Reduce false positives and catch real bugs reliably.