AI & Machine Learning
AI test automation closing the ROI gap - if you pick the right tools
Enterprise teams are finally seeing ROI from AI-powered test automation, but success depends on realistic expectations. Tools like Playwright with AI-driven waits and self-healing frameworks like Healenium are reducing test maintenance overhead - the real cost killer - while Applitools and similar platforms handle visual regression at scale. The catch: AI augments testers, it doesn't replace them.