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How to Analyze Long Video Podcasts with AI (15-minute Workflow)

Jan 3, 2026

Long-form interviews are valuable but inefficient. This workflow shows how to use AI to extract thesis, evidence, disagreements, and action items—then turn it into reusable notes.

Cover Image for How to Analyze Long Video Podcasts with AI (15-minute Workflow)

How to Analyze Long Video Podcasts with AI (15-minute Workflow)

Long-form podcasts are often 80% banter and 20% value. The trick is to extract the value without watching everything.

Your target output:

  • the guest’s thesis (1–2 sentences)
  • evidence and references (studies, books, data)
  • disagreements and counterpoints
  • action items you can apply

The 15-minute workflow

Step 1: TL;DR + outline

Ask for:

  • key takeaways
  • episode outline by topic
  • action items

Step 2: Evidence & references list

Ask:

  • “List every study/book/tool mentioned and why it matters.”
  • “Extract factual claims and their evidence.”

Step 3: Disagreements & steelman

Ask:

  • “What are the main disagreements? Summarize both sides fairly.”
  • “What would be the strongest counterargument?”

Step 4: Action plan

Ask:

  • “Give me a 7-day plan (1–2 actions per day).”
  • “If I only do one thing, what has the highest ROI?”

Step 5: Save a reusable note

Template:

  • core thesis
  • key takeaways
  • evidence/references
  • disagreements
  • action items
  • your judgement

Bottom line

Stop paying the 4-hour tax. Extract the thesis, evidence, and actions.

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