Practical AI, clearly explained

Turn Messy Notes into an Action Plan Without Inventing Details

By HPAI

Meeting notes often mix decisions, ideas and unanswered questions. AI can help sort them out, as long as it does not turn a suggestion into a promise.

You will create an action plan linked to the source notes from fictional event notes. Use any text chatbot and allow about 15 minutes. Replace real people's details with appropriate anonymous labels when testing.

A tidy table is helpful. It still cannot turn "we could" into "we agreed".

Action-plan example separating Maya's confirmed task from undecided ticket price, refreshments and date.
The sample notes contain commitments and open questions. Keep both visible.
Read this example as text

Confirmed action

  • Maya: ask the caretaker
  • Due: Tuesday (date not supplied)
  • Evidence: note N2

Still undecided

  • Ticket price: free or £2?
  • Refreshments: suggestion only
  • Date: not agreed

See the finished example

Open the complete example

Read the complete finished example

Initial plan: notes N1–N6

Task Owner Deadline / dependency Evidence
Ask caretaker about hall availability Maya Tuesday; calendar date not supplied N2
Draft poster Leo After date confirmation N4
Hold poster printing Unassigned Until date and ticket decision confirmed N6

Open decisions

  • Date: not agreed (N1).
  • Ticket price: free and £2 both suggested; no decision (N5).

Suggestions, not commitments

Refreshments are suggested, with no organizer assigned (N3).

Updated plan: after N7–N8

Admission is now free (N7). Leo will print the approved poster after the date is confirmed (N8). The date is still undecided and the hall is not yet booked.

Owner Checklist Evidence
Maya Ask caretaker by Tuesday; calendar date not supplied N2
Leo Draft after date confirmation; print the approved poster only after the date is confirmed N4, N6–N8

1. Label the source notes

Copy this sample:

N1. Saturday fair: use the school hall. Date still undecided.
N2. Maya agreed to ask the caretaker about hall availability by Tuesday.
N3. We could sell refreshments, but nobody agreed to organize them.
N4. Leo will draft the poster after we confirm the date.
N5. Someone said tickets should be free. Later someone suggested £2.
N6. Agreed: do not print the poster until the date and ticket decision are confirmed.

Numbered notes make it easier to trace a task back to its source. Do not silently fix contradictions before extraction; they belong in the review.

2. Separate commitments from ideas

Use only notes N1–N6 below.
[PASTE THE NOTES]

Create three sections:
1. Confirmed actions: task, owner, deadline/dependency and source note.
2. Open decisions or conflicts, with source notes.
3. Suggestions that have not been agreed.

Use "unassigned" for an unknown owner and "not agreed" for an
unknown deadline. Do not turn suggestions into commitments.
Keep relative dates such as "Tuesday" unless I provide a meeting date.

3. Inspect the table instead of trusting its appearance

An example extraction of the confirmed actions would include:

Task Owner Deadline or dependency Evidence
Ask caretaker about hall availability Maya Tuesday; calendar date not supplied N2
Draft poster Leo After date confirmation N4
Hold printing Unassigned Until date and ticket decision confirmed N6

The date and ticket price remain open. Refreshments remain a suggestion. “Maya will organize refreshments by Tuesday” would be an invented commitment even though every word sounds plausible in context.

4. Resolve ambiguities with people, then update

Suppose the organizer confirms that admission is free and assigns printing to Leo. Add new labelled notes rather than erasing the earlier conflict:

N7. Organizer confirmation: admission is free.
N8. Leo will print the approved poster after the date is confirmed.

Ask the assistant to update the table using the additional evidence, preserving the date dependency. It must not treat the hall as booked just because someone is checking availability.

5. Export a plan someone can use

Ask for a compact checklist grouped by owner. Keep the evidence table as a review record. If you transfer tasks into a project-management app, confirm the actual dates and assignees there; this tutorial only prepares text and does not create assignments automatically.

Check your result

  • Every confirmed action has supporting notes.
  • Owners and dates are supplied or clearly unknown.
  • Suggestions are not presented as decisions.
  • Conflicting statements remain visible until resolved.
  • Dependencies survive the rewrite.

Troubleshooting

“Tuesday” became a guessed date. Supply the meeting date and time zone or keep the original relative wording. Review any conversion.

One person appears to own every task. Ask for evidence of each assignment. Being the speaker does not always mean being the owner.

The table ignores uncertainty. Add a required uncertainty column. “Not agreed” is a useful output, not an extraction failure.

This workflow follows the principle of defining and checking success criteria before refining prompts. See Anthropic's overview. The example is original and illustrative; AI extraction still requires source review.

Scroll to Top