Pepys

Best Transcription Software for Podcasters

Ranked by chapters, show notes, exports, and cost per episode.

Podcasters ask more of a transcript than a meeting note-taker does. You want speaker labels and timestamps, chapters you can drop into your player, a summary that becomes show notes, and caption files (SRT/VTT) for the YouTube cut, all without your cost per episode creeping up as the back-catalog grows.

This list ranks five tools by exactly those jobs. The top pick depends on your workflow: if you edit the audio inside the transcript, one tool is the obvious winner; if you record and edit elsewhere and just need the words, chapters, and show notes cheaply, a different one wins. Pepys publishes this list and is one of the entries, so we call out where it fits and where a competitor is the better buy.

Our stake: Pepys publishes this roundup and is one of the tools on it. We make money only when you buy transcription credits, so we have a stake here. To keep it honest we rank by fit for podcasters, put Descript first because it suits podcast editing better, and every competitor price and feature was checked on the vendor's own site in 2026.

How we judged

  • Automatic chapters and show-note summaries
  • Export formats (SRT, VTT, DOCX, PDF, TXT)
  • Real cost per episode over a season
  • Speaker labels, timestamps, and accuracy
  • Editing and publishing workflow

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Frequently asked questions

What is the cheapest way to transcribe a podcast episode?

Pay-as-you-go tools are cheapest for a back-catalog because you avoid a monthly fee sitting idle between episodes. Pepys pay-once credits run about $1.25/hr for small top-ups, ~$1/hr at the recommended 20-hour tier, and ~$0.85/hr at volume, and they never expire, so a typical 60-minute episode costs roughly a dollar. Sonix pay-as-you-go is $10/hour (as of 2026). Subscriptions only win if you transcribe many hours every month.

Which tool generates chapters and show notes automatically?

Descript and Pepys both produce chapters and a summary you can turn into show notes. Descript does it inside a full editing and publishing suite; Pepys does it on every file as part of a low-cost transcript with speaker labels, timestamps, and chat. Otter auto-summarizes but is oriented to meetings rather than podcast chapters.

Do these tools export SRT and VTT caption files?

Yes. Sonix and Happy Scribe both export SRT and VTT for captions, and Happy Scribe has a dedicated subtitle editor. Pepys exports SRT and VTT alongside TXT, Markdown, DOCX, PDF, and JSON. Descript can export captions as part of its video and publishing workflow.

Can I edit the podcast audio inside the transcription tool?

Only Descript, among these, edits the audio by editing the transcript text, including filler-word removal and Studio Sound cleanup. The others are transcription-first: they give you accurate text, chapters, and exports, but you edit the audio in your DAW or editor of choice.

Does transcription software train its AI on my audio?

It varies by vendor, so check the current terms. Pepys states it never trains on your audio or text and offers optional auto-delete. If confidentiality matters for unreleased episodes or guest material, confirm the data-use and retention policy before uploading.

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