Your production language model just hallucinated a false financial claim. Your token costs spiked overnight without warning. Traditional software dashboards show green lights, but your users are furious. Opaque models make troubleshooting a guessing game. You need clear visibility into inputs, outputs, and system telemetry. That is where AI observability becomes essential for modern applications.…