The moment your model hits production, it starts facing the real world—where data drifts, assumptions break, and failures hide in silence. Observability isn’t a nice-to-have. It’s your early warning system. From detecting subtle shifts in input to monitoring bias in real time, this guide gives you a clear framework to stay ahead of risk and keep your AI working as intended.