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FREE PRACTICAL AI EXERCISE / 08

From voice memo to accountable actions

Separate transcription errors from action-item extraction errors.

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From voice memo to accountable actions — original AI-generated editorial illustration

Why this matters

Speech-to-text and summarization are two different stages, each with failure modes. Preserve the transcript before summarizing it, and do not let a model invent an owner or deadline. Use only your own consented recording; a supplied fictional transcript lets you practise without uploading audio.

Before you start

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Your illustrated field guide

Capture: Use consented audio or fixture; Correct: Check the transcript; Extract: Keep quotes and uncertainty; Approve: Ask a person before acting

Conceptual illustration, not a provider screenshot. Artwork is AI-generated; instructional labels are authored text.

Start with fictional input

Fictional transcript: “Let’s try a pop-up repair table. Nia can ask the venue by Friday. We still need someone to check insurance. Maybe Saturday the 14th, but do not announce it yet. Tari will list tools. There is no tool deadline agreed. Keep the first budget under $80.”

Copy and adapt this prompt

Extract an action table from this transcript: action, owner, deadline, certainty, exact supporting quote. Use Not assigned or Not agreed where appropriate. Keep proposed dates separate from approved decisions. Do not turn the budget limit into permission to spend.

Worked reference—not proof of correctness

Venue inquiry | Nia | Friday | agreed | “Nia can ask the venue by Friday.” Insurance check | Not assigned | Not agreed | open. Saturday the 14th is proposed, not an announcement instruction. Tari owns the tool list, but its deadline is not agreed.

Five practical steps

  1. Record or use the fixture

    If recording, make a short memo using invented project details and no third-party voices.

  2. Review transcription first

    Compare the transcript to the audio, especially names, negation, numbers and dates. Note corrections.

  3. Extract structured actions

    Use the prompt and retain a supporting quote for each row.

  4. Audit omissions and inventions

    Check unassigned insurance, the tentative event date and Tari’s missing deadline.

  5. Prepare a review message

    Write two clarifying questions a human must answer before publishing or spending.

Test your result

  • Each action has a transcript quote; unspecified owners/deadlines remain explicitly unspecified.
  • The proposed event date is not presented as approved.
  • Transcription corrections and summarization corrections are logged separately.

Mistakes to watch for

  • Uploading someone else’s meeting without permission.
  • Replacing “not agreed” with a plausible-sounding deadline.

Offline / no-key route

Use the supplied transcript and build the action table manually. This tests extraction, not transcription.

Reflect

Was your biggest error in hearing the words or interpreting the commitment?

Keep your notes, tests and self-review →

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