AI LabsbyThe Ops ToolboxOps Toolbox
All examples
Live demo

Meeting Notes to Action Items with Claude

Turn meeting notes into a summary, action items with owners, and open questions.

Structured extractionEnterprise
Jump to demo

You're following up after standup — paste messy notes and get action items with owners only when names appear in the text.

Standup follow-up

Summary, action items, and open questions ready for Jira.

Team leadMeeting notes → actions
Live
Scenario: Ops standup
Calendar · TeamsWeeklyOps
Meeting
Weekly ops standup
Date
12 May 2026 · 09:00 AEST
Attendees
Priya, James, Sam
Room
Teams · Ops channel
Recorder
Copilot transcript

Standup notes

Case studyArchitecture, governance, and how to adapt this pattern in a pilot

Business use case

Problem

Meetings produce notes and recordings but actions live in people's heads until someone retypes them into Jira, Asana, or email.

Who benefits

  • Chiefs of staff and PMO, reliable action lists after leadership forums
  • Engineering managers, standup and retro outputs structured consistently
  • Customer success, QBR commitments captured before the next call

Success metrics

  • ≥ 95% of explicit commitments captured as action items (human audit sample)
  • Owner field only populated when notes name someone, no hallucinated assignees
  • Human review step before any task system sync

Solution

Paste raw notes; Claude returns meeting title, summary, action items (optional owner and due hints), and open questions, using a dedicated schema separate from initiative charter extraction.

Technical implementation

Stack

  • @ai-sdk/anthropic + generateObject
  • meetingNotesSchema in lib/demos/meeting-schema.ts

Architecture

Notes in; structured actions out, same HITL pattern as charter extraction, different schema.

How it runs
Drawing the flow…

Outcomes and learnings

Different schema from portfolio chartering, optimise fields for follow-through, not funding decisions.

  • Optional fields reduce harmful guesswork on owners and dates
  • Open questions are first-class so decisions do not get lost inside summaries
  • Same API pattern as charter extraction; swap schema per document type
Delivery playbookDiscovery → pilot → scale
  1. 1
    Discovery2–4 wks

    Define required fields per meeting type (standup vs steering); connect target task system fields.

  2. 2
    Pilot6–8 wks

    Human review 100% of extractions before sync; track owner-field accuracy.

  3. 3
    Scaleongoing

    Calendar integration for titles/attendees; optional Teams transcript ingestion with retention policy.

Where else this appliesMeeting-to-action extraction is the everyday sibling of charter extraction, optimised for operational follow-through rather than portfolio decisions.

Steering committee actions

Capture decisions, owners, and due hints from leadership meeting notes.

Sprint planning

Turn refinement discussion into draft stories and open questions for the scrum master.

Customer success QBRs

Extract commitments made to accounts before they disappear in call recordings.

Cross-functional war rooms

Incident or launch reviews produce a single action list with accountable names.

Claude handles long transcripts; push JSON into Asana, Jira, or Teams task APIs after human review in the same HITL pattern as other structured outputs.