Post-Earnings Feedback Loop Agent

After an earnings call, IR hears bits of feedback by phone and email, and they remember the loud comments. Nobody checks whether the key messages landed. This agent starts from the intended messages for the quarter, such as margin recovery or capital return. It collects investor and analyst notes, call transcripts and the questions asked, and compares what listeners heard with what was meant. It lists misses, for example analysts who read the guidance as lower than intended, and checks whether the same issue came up last quarter. It drafts specific edits to the next script and prepared answers, then tracks whether the issue recurs next time. If the evidence is thin, it asks for more notes before judging. The IR head approves the changes. Edge case: one loud analyst note is weighed against the other 12 before it changes any message.