MeetingDebtTracker: Action Item Recovery
Automatically extracts action items from meeting transcripts, tracks completion status across email/Slack, and alerts owners when they're overdue.
The Problem
Teams hold dozens of meetings weekly but 60% of action items slip through cracks because they're buried in notes, Slack threads, or forgotten after the call. Managers spend hours manually chasing down who committed to what and when it's due, and there's no single source of truth for meeting commitments across tools.
Target Audience
Engineering managers, product managers, and scrum masters at mid-market SaaS companies (50-500 employees) who run multiple recurring meetings daily.
Why Now?
Meeting transcription APIs are now cheap and reliable (Deepgram, AssemblyAI), and LLMs are excellent at structured extraction; this is finally buildable in weeks without NLP expertise.
What's Missing
Existing tools either capture action items (requiring manual entry) or provide transcription (requiring manual followup); no one auto-tracks completion status by monitoring where people actually work (email, Slack).
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