Transform raw podcast or interview transcripts into polished, professional documents that maintain authentic voice while dramatically improving readability and flow.
When to Use This Skill
Use this skill when:
- Processing raw podcast transcripts from automated services (Rev, Otter, Descript, YouTube auto-captions)
- Cleaning up interview recordings or video transcripts
- Preparing spoken content for publication as articles or show notes
- Converting conversational content into readable written format
Not for: Written content that wasn't originally spoken, pre-polished articles, or scripts that are already edited.
Core Philosophy
Balance authenticity with clarity: Remove everything that doesn't add meaning while preserving what was actually said. Create the "ideal version" of what the speaker wanted to communicate—without changing their words or ideas.
Target: 25-35% length reduction while maintaining 100% fidelity to meaning.
Workflow
Step 1: Add Document Structure
Create proper header with:
# [Guest Name]: [Compelling Episode Title]
*[Podcast Name] Episode - [Host Names]*
---
## Timestamped Outline
[Add 10 chapters maximum - see guidelines below]
---
## [Time] Chapter Title
[Content starts here]
Timestamped Outline Rules (My First Million style):
- Format:
**MM:SS** - Descriptive Chapter Title - 10 chapters maximum for 45-60 minute episodes
- Focus on major topic changes, not minute-by-minute
- Use compelling, specific titles (not generic descriptions)
Good Examples:
- ✅ 12:25 - The 13th Percentile to Grade Level Miracle
- ✅ 29:08 - Why Successful Reforms Don't Spread
Poor Examples:
- ❌ 12:25 - Michelle talks about her students
- ❌ 29:08 - Discussion about education reform
Step 2: Identify and Label Speakers
Replace generic speaker markers (>>, Speaker 1, etc.) with actual names:
- Bold all speaker names:
**Isaac:** Content here - Use first names for casual podcasts, full names for professional interviews
- Be consistent throughout
Step 3: Aggressive Editing Pass
Apply aggressive polishing while maintaining 100% fidelity. See Editing Guidelines for detailed rules.
Quick checklist:
- Remove ALL filler words ("um," "uh," "you know," "like," "so," "I mean")
- Consolidate false starts and restarts
- Pick the clearest version when speakers repeat themselves
- Remove verbal hedging ("kind of," "sort of," "I think," "probably") when excessive
- Cut conversational detours that don't serve the narrative
- Fix awkward grammar and incomplete thoughts
- Keep only 1-2 strongest examples if speaker gives 5+
- Add clarity to vague pronouns (minimal bracketed additions)
Step 4: Preserve What Matters
Never edit:
- Unique voice and natural rhythm
- Exact wording of powerful statements
- Emotional moments and authenticity
- Specialized terminology
- Cultural references that reveal personality
- Natural dialogue patterns
Step 5: Quality Check
Before finishing:
- Length reduced by 25-35%
- All filler words removed
- Speakers properly identified
- Chapter breaks added with compelling titles
- Grammar fixed but voice preserved
- Key insights and stories intact
- No meaning changed or paraphrased
Quick Reference
For detailed examples and transformation patterns, see:
- Editing Guidelines - Complete rules with before/after examples
- Structure Template - Header format and chapter guidelines
Common Transcription Errors to Fix
Auto-caption issues:
- OCR errors (e.g., "quad code" → "Claude Code")
- Homophone mistakes (e.g., "their" vs "there")
- Missing punctuation
- Run-on sentences
- Mis-identified technical terms
Audio transcription issues:
- Speaker confusion
- Overlapping dialogue
- Background noise artifacts
- Timestamp errors
Output Format
Final polished transcript should be:
- Markdown formatted
- Properly sectioned with timestamps
- Speaker names bold and consistent
- 25-35% shorter than original
- Grammar perfect but voice authentic
- Ready for publication or repurposing
Critical Reminders
100% Fidelity Rule: ❌ Never paraphrase or change meaning ❌ Never add ideas not present in original ❌ Never remove key insights or stories ✅ Only remove redundancy and inefficiency ✅ Preserve exact wording of powerful statements ✅ Keep all substantive content
Aggressive Editing: ❌ "So, um, I think that, you know, what we really need to focus on..." ✅ "What we really need to focus on..."
Voice Preservation: ❌ Removing authentic expressions like "bugged the crap out of me" ✅ Keeping natural language that shows personality