How to turn a meeting transcript into action items you can trust

Most people who try AI on a meeting transcript type "summarise this" and get a pleasant paragraph. It reads well and it is nearly useless on Monday, because a summary keeps the mood of a meeting and loses the dates. Here is a routine that keeps what matters.

1. Start with the attendee list and the date

Before the transcript, tell the AI who was in the room, what each person does, and the date of the meeting. Without the date, "by Thursday" cannot become a calendar date. Without the names, the model will assign work to "Speaker 2".

2. Clean before you extract

Automatic transcripts mislabel speakers, especially when people talk over each other or switch between Hindi and English. If the transcript is rough, first ask for a cleaned version that keeps every name, number and date and marks unclear passages. A wrong speaker label becomes a wrong owner, and a wrong owner is worse than a missing task.

3. Ask for three lists, not one summary

Ask separately for:

• Action items: verb first, one owner, a calendar date, a priority.
• Decisions: what was settled, by whom, and why.
• Open questions: what was raised and not resolved.

Add one more instruction: suggestions that nobody accepted go in their own list. Otherwise an idea someone floated and the chair parked will turn up as a task with that person's name on it.

4. Demand evidence and forbid guessing

Ask for the shortest quote that supports each action item. Tell the model to write "unconfirmed" beside any owner or date it is not sure of, and "no date stated" where none was given. Models like to be helpful, and a helpful model will supply a sensible-looking Friday that nobody ever said.

5. Read it as the person who was there

You were in the meeting; the AI was not. Check four things: every owner would agree the task is theirs, every date is one you would defend, nothing parked has been promoted to a task, and no two commitments were merged into one line. For anything still unconfirmed, send a one-line question rather than guessing.

Then send the list to the attendees the same day and ask for corrections by a set time. A list that only you have seen is still a private note.

Two cautions. Record a meeting only when the people in it have agreed. And remember the transcript is sent to whichever AI provider you use, so keep confidential meetings out unless your organisation permits it.

The Daybrief vault has each of these steps written out as a finished prompt, from the transcript cleaner to the follow-up message.