How to Transcribe a Podcast Episode to Text

A written version of an episode does several jobs. It gives you show notes without re-listening, text that search engines can read, quotes you can copy, and a way in for listeners who can't or prefer not to listen. Once you have a transcript, you can also turn it into a blog post or a LinkedIn post.

This guide covers two routes, how to clean the result, and how to reuse it. It also says where the free plan stops and when a local tool makes more sense.

Why transcribe a podcast

• Show notes: you can pull the topics, names and links straight from the text.
• Search and SEO: a page with the full transcript contains the words people actually type, which an audio player alone doesn't.
• Accessibility: deaf and hard-of-hearing listeners, and people in noisy or silent settings, can follow along.
• Quotes and clips: timestamps let you find the exact moment of a good line.
• Repurposing: a transcript is the raw material for an article, a newsletter or a social post.

Two routes: YouTube captions or an audio file

The right route depends on where the episode lives.

1. The episode is on YouTube (video podcast, or audio with a static image). Use the captions YouTube already has. It is the fastest route.
2. The episode only exists as an audio file (MP3, WAV, M4A and so on). Upload the file and let speech recognition do the work.

If an episode is on YouTube but has no captions, the first route doesn't work. Retranscrit doesn't transcribe YouTube videos without subtitles. You then need to get the audio or video file and take the second route.

Transcribing an episode already on YouTube

Retranscrit reads the subtitles published on the video, whether they were written manually or generated automatically. No account is needed.

1. Copy the episode's YouTube URL.
2. Paste it into the YouTube transcript tool.
3. A timestamped transcript appears in a few seconds.

Length is rarely an issue here, because the text comes from the subtitles and not from a new transcription. Three-hour conferences go through. The limits are on volume: 5 videos per day without an account, 20 per day with a free account, and unlimited on Pro and Business.

One caution: automatic YouTube captions can contain errors, especially on names and technical terms. Plan a read-through (see the cleanup section below).

Transcribing an MP3, WAV or M4A episode with AI

For files, Retranscrit uses Whisper-class speech recognition. It adds punctuation, detects the language automatically and supports more than 90 languages. Accepted formats include MP3, WAV, M4A, OGG, FLAC, AAC, MP4, MOV, WEBM and MKV.

1. Open the audio to text tool.
2. Upload your episode file.
3. Wait for the transcription, then open it in the editor.

The site says accuracy is generally above 95% on clear audio. That is not a guarantee. Background music, crosstalk, strong accents or a poor microphone will lower it, so expect to proofread.

What your plan allows:

In practice, the free plan fits a trailer, a short clip or a test run. A typical 45-minute episode needs Pro or a local tool.

Cleaning up the transcript

The editor has a synced player, clickable timestamps, search and inline correction, and it saves automatically. A quick, efficient pass looks like this:

• Search for names first. Search for the guest's name, your show's name and the brands mentioned. Fix every variant in one sweep.
• Check jargon and numbers. Acronyms, product names and figures are where recognition most often slips. Click the timestamp, listen to the passage and correct it.
• Keep timestamps where they help. They are useful for show notes ("12:40 – pricing discussion"). For a published transcript page, you may want to drop them.
• Handle speakers. Automatic speaker identification (who is speaking) is available on Pro and Business only. On the free plan, the transcript is not split by speaker. For an interview, that makes it harder to attribute quotes, so check them against the audio before publishing. If you need clear speaker separation across many episodes, that is a good reason to look at Pro.

Retranscrit uses no human review of your content, so the proofreading is yours to do. Listening at the timestamps you doubt is faster than rereading the whole episode.

Repurposing the transcript

The AI tools work on the transcript itself, and their answers cite moments in the recording, so you can check where a claim came from.

• Summary and key points: available on the free plan, with chapters, within 3 generations per month. Good for a first draft of show notes.
• Blog article and LinkedIn post: Pro and Business. Generate a draft, then rewrite it in your own voice and check every quote against the audio.
• Chat on the transcript: Pro and Business. Ask things like "Which tools did the guest recommend?" and get answers with timestamps.
• Translation: Pro and Business. It keeps the timestamps, which helps if you publish in more than one language.

If your episode is on YouTube and you only want a quick overview, the YouTube summarizer does that directly.

A simple workflow: generate the summary, copy the chapters into your episode description, pull three quotes with timestamps for social posts, and publish the cleaned transcript on the episode page.

Free plan limits, long episodes and local Whisper

Be realistic about volume. The free plan gives 30 minutes of AI transcription per month and files up to 15 minutes. That does not cover a weekly 45-minute show. Pro gives 600 minutes a month, which is roughly thirteen 45-minute episodes, with a 7-day free trial (card required, cancel at any time). Full details are on the pricing page.

If you transcribe large volumes and don't want to pay, running Whisper locally is a valid option. It is open source and runs on your own computer, so there is no monthly cap. The trade-off is that you handle installation, hardware and the output files yourself, and you don't get an editor with a synced player.

A note on privacy: Retranscrit hosts data in Paris (EU). Without an account, the transcript and file are deleted after 24 hours. With an account, the transcript text and AI results stay in your account, and only the uploaded audio file is deleted after 7 days on Free, 30 days on Pro or 90 days on Business. You can delete everything manually at any time.

Retranscrit is not a live captioning tool, and it has no mobile app or public API. If you need any of those, look elsewhere.

Exporting and publishing

Choose the format by what you plan to do with it:

• TXT for a transcript page or for pasting into a CMS.
• SRT or VTT for captions on a video version of the episode.
• PDF or DOCX (Pro and Business) for sharing with a guest or a client.

TXT, SRT and VTT are available on all plans. Publishing the transcript below the audio player, with a short summary above it, gives readers and search engines something to work with.

FAQ

Can I transcribe a podcast for free? Yes, within limits. YouTube episodes with captions can be transcribed without an account (5 per day, or 20 per day with a free account). For audio files, the free plan includes 30 minutes a month with files up to 15 minutes and 25 MB.

What if my podcast is on YouTube but has no captions? Retranscrit can't transcribe it from the link in that case. Get the audio or video file and upload it as a file instead.

Can the transcript show who is speaking? Automatic speaker identification is reserved for Pro and Business. On the free plan, the transcript isn't split by speaker, so verify any attributed quote against the audio.

Is the transcript accurate enough to publish as is? The site says accuracy is generally above 95% on clear audio, with no guarantee. Names, jargon and noisy sections deserve a manual check before you publish.