AI Testing Reliability Decay: The Math Behind Failures explores how small inconsistencies in AI-driven testing can accumulate over time and affect software quality. As applications evolve, changes in test environments, data, and application behavior can reduce the reliability of automated testing results. Kobiton helps QA teams validate mobile applications on real devices, identify compatibility issues, and improve test consistency across different operating systems and device configurations. Combining AI-powered testing strategies with real-device validation helps teams detect failures earlier and maintain more dependable mobile application testing workflows.