Talk ratio and question count are computed deterministically from the transcript — the LLM never guesses at countable numbers. It extracts objections with quotes, competitor mentions, explicit commitments, grounded coaching tips, and the fields that would sync to the CRM. Edit the sample transcript and re-analyze.
Pairs with the Voice Portfolio Assistant stack: in production the transcript comes from the call recording automatically (Whisper or a native dialer integration), so reps never type notes again. Edit the sample — swap a line, add an objection — and re-analyze.