Show notes are what make a podcast discoverable and reusable, yet most creators skip them. The decision is whether you want a full transcript-to-notes pipeline or a quick summary from a chat model. Either way, the bottleneck is clean transcription—everything else builds on it
The candidates, and what each one is for
Whisper
Whisper is OpenAI's open-source speech-to-text model.
For podcast show notes: subtitle generation — Produce timestamped captions for videos in dozens of languages
What Whisper does well:
- Free to run locally with no per-minute transcription fees
- Transcribes 90+ languages including many low-resource ones
Where Whisper stops:
- Larger models need substantial GPU memory to run comfortably
- Access may require a VPN in some regions
Pricing: Open Source
Descript
Descript is an audio and video editor built around the transcript: editing the text cuts the audio.
Podcast show notes use case: podcast editing — Remove filler words and polish episodes through transcript edits
What Descript does well:
- Transcript-based editing makes audio work accessible to non-editors
- Voice cloning enables overdubs without re-recording whole passages
Where Descript stops:
- Regional access may need a VPN in places
- Complex music or multitrack editing may suit traditional DAWs better
Pricing: Freemium
Notta AI
Notta is an AI transcription and note-taking tool that converts audio recordings into searchable text.
Where it fits in podcast show notes: transcribe meetings — Turn recorded calls into searchable text with speaker labels
What Notta AI does well:
- Wide language support suits teams with international participants
- Speaker identification keeps transcripts readable with multiple people talking
Where Notta AI stops:
- Accuracy depends on audio quality, accents, and background noise
- Longer recordings need a paid plan for extended transcription volume
Pricing: Freemium
Adobe Podcast AI
Adobe Podcast AI is a browser-based audio enhancement service for podcasters, YouTubers and interviewers recording on ordinary microphones.
The podcast show notes angle: podcast cleanup — Remove room noise and echo from interview recordings before publishing
What Adobe Podcast AI does well:
- Cloud-based enhancement works entirely in the browser without extra software
- Removes noise and echo effectively, noticeably improving cheap microphone recordings
Where Adobe Podcast AI stops:
- Free tier limits upload length, so long episodes need a paid plan
- Cloud processing requires uploading audio, which may not suit sensitive recordings
Pricing: Freemium
ElevenLabs
ElevenLabs is an AI voice platform for generating lifelike speech and cloning voices.
For podcast show notes: audiobook narration — Produce full-length audiobooks with consistent narration voices across chapters
What ElevenLabs does well:
- Voice quality and emotional range are among the best available today
- Instant cloning needs only short samples to capture a speaker's tone
Where ElevenLabs stops:
- Free tier is limited; serious production requires a paid plan
- Some regions need a VPN to reach it
Pricing: Freemium
Auphonic
Auphonic is an AI post-production service for podcasts and audio creators.
Podcast show notes use case: podcast polish — Automatically level, denoise and polish episodes before publishing
What Auphonic does well:
- Automatic levelling and noise removal reduce hours of manual mixing
- Handles loudness normalisation, important for podcast platform compliance
Where Auphonic stops:
- Free tier caps processing time per month for longer episodes
- Cloud processing means uploading audio before hearing any results
Pricing: Freemium
Podcastle
Podcastle is an AI-powered podcast production platform covering the full workflow: remote recording with cloud backup, AI-assisted audio editing and cleanup, text-to-speech voiceover and tools for publishing episodes.
Where it fits in podcast show notes: remote recording — Capture interviews with guests joining from anywhere online
What Podcastle does well:
- Covers recording, editing and publishing in one browser workspace
- Remote recording captures each speaker's track separately
Where Podcastle stops:
- Heavy editing sessions can strain older computers and browsers
- Free tier caps recording time and advanced AI features
Pricing: Freemium
ChatGPT
ChatGPT is OpenAI's general-purpose conversational assistant used for writing, analysis, coding, brainstorming, and everyday questions.
The podcast show notes angle: drafting documents — Write emails, reports, and outlines with editing help at every step
What ChatGPT does well:
- Handles text, images, files, and voice in one conversational interface
- Free tier provides generous everyday access without requiring a credit card
Where ChatGPT stops:
- Availability varies by country; a VPN may be required
- Answers can contain confident-sounding errors that require fact-checking before use
Pricing: Freemium
Claude
Claude is Anthropic's assistant built for long documents, writing and analysis.
For podcast show notes: long document review — Analyze entire manuscripts and codebases in one conversation
What Claude does well:
- Large context window handles lengthy documents without splitting them
- Projects keep related work organized with persistent context
Where Claude stops:
- Where it is blocked, a VPN is the usual workaround
- Free tier usage limits push heavy users toward paid plans
Pricing: Freemium
How to choose
- Need a transcript first? Whisper (open source) or Descript.
- Want notes generated from the transcript? ChatGPT or Claude.
- Prefer an all-in-one? Notta AI or Adobe Podcast AI transcribe and summarize.
- Decide how much editing you'll do; AI drafts still need a human pass.
- Publish notes everywhere—your site, newsletter, and episode page
One workflow worth chaining
Transcribe with Whisper or Descript, paste the transcript into ChatGPT with a notes prompt, then clean and format before publishing to your site and newsletter
Common mistakes
- Publishing raw AI notes with timestamp errors and misattributed quotes.
- Skipping transcription and trying to summarize from memory.
- Forgetting links and resources mentioned in the episode.
- Leaving notes unformatted—a wall of text nobody reads
FAQ
What's the easiest way to make podcast show notes?
Transcribe with Whisper or Descript, then ask ChatGPT or Claude to turn the transcript into timestamped notes with a prompt
Is Whisper free?
Yes, Whisper is open source and free to run, making it a strong starting point for transcription
Can one tool do it all?
Notta AI and Adobe Podcast AI transcribe and summarize, but a quick human edit still improves the result
How long should show notes be?
A short summary, three to five timestamps, and a resource list is enough for most episodes
Start from what you already have — a script, a recording, a deck — and let that decide the tool. Everything else here is a variation on the same few choices, and the differences only show up once you are working.
