Extracting action items from a call recording involves 3 stages: transcription, parsing, and formatting. First, you get a transcript (Otter, Fireflies, Zoom, or an API like Whisper). Then you pass the transcript to an AI with a prompt designed to pull commitments, decisions, and follow-ups into a structured list. Finally, you format the output with owners and due dates. The prompt matters a lot here. A vague prompt gives you bullet points with no owners. A specific prompt with role labels (who said what) gives you an action list sorted by person and deadline. At aidowith.me, the Meeting Notes route covers 8 steps including transcript cleanup, action item extraction, owner assignment, and sharing the plan. The route takes about 30 minutes and you finish with a clean, shareable action plan document ready to paste into Slack, Notion, or email.
Last updated: April 2026
The Problem and the Fix
Without a route
- The average 60-minute call produces 8-12 action items, but rewatching to find them takes 20-40 minutes of extra work.
- Most people get a transcript but don't know how to prompt an AI to extract owners and deadlines, not just topics.
- Action items without owners get dropped 60% of the time, but assigning them manually from a transcript is slow.
With aidowith.me
- Get a 3-part workflow: transcription tool choice, extraction prompt, and output format, done in under 30 minutes.
- Use a prompt template that pulls commitments by person, not just by topic, so every item has an owner.
- Finish with a formatted action plan you can paste into Slack, Notion, or email immediately.
Who Builds This With AI
Managers & Leads
Reports, presentations, and team comms handled faster.
Ops & Analysts
Summaries, process docs, and structured output from messy inputs.
Marketers
Content, campaigns, and briefs done in hours instead of days.
How It Works
Get a clean transcript
Export the transcript from your recording tool (Zoom, Otter, Fireflies) or run the audio through Whisper. Clean up speaker labels if they're wrong before prompting.
Run the extraction prompt
Paste the transcript into ChatGPT or Claude with a prompt that asks for action items grouped by person, with deadline if mentioned. The route provides the exact prompt template.
Format and share the action plan
Convert the AI output into a table or list with columns for task, owner, and due date. Share it within 2 hours of the call while context is fresh.
Turn Your Next Call Into a Clean Action Plan
The Meeting Notes route gives you 8 steps, a prompt template, and a shareable action plan document. Done in about 30 minutes.
Start This Route →What You Walk Away With
Get a clean transcript
Run the extraction prompt
Format and share the action plan
Finish with a formatted action plan you can paste into Slack, Notion, or email immediately.
"I had a 90-minute client call and had the action plan ready in 12 minutes. The prompt template was the piece I was missing. My previous attempts just gave me a topic list."- Account Manager, consulting firm
Questions
Fireflies and Otter both offer built-in AI action item extraction with speaker attribution. For more control over the output format and structure, export the transcript and run it through ChatGPT or Claude with a custom prompt. The route at aidowith.me covers both approaches and walks through when each one makes sense for your workflow.
Yes, but the output quality drops without speaker labels. When you can't tell who said what, action items won't have reliable owners. The route includes a step for adding speaker labels manually to a raw transcript before prompting. For a 60-minute call, this takes about 5 minutes and makes a clear difference in how well the AI can attribute tasks to specific people.
With a clean transcript and a specific prompt, AI catches 85-90% of explicit commitments (things that were directly stated). It misses implied tasks and items buried in side conversations. The route at aidowith.me includes a review step where you scan the AI output against the original transcript to catch anything that was missed.