To write podcast show notes from a transcript with AI, give the model only the transcript, tell it to mark anything missing instead of guessing, and check every name, number, and quote against the original before you publish.
Summarizing is a job AI is commonly used for, which is part of why it’s risky. A smooth summary hides small errors well: a guest’s company named wrong, a number rounded into something the guest never said, a “key takeaway” that’s really the model’s opinion. If you publish without checking, your show notes can say things your episode didn’t.
This guide walks through a workflow for building show notes from a transcript in a way that stays accurate. You’ll prepare the transcript, run a prompt with strict rules, verify the output with a checklist, and add the parts only you can supply. The example episode, guest, and quotes are invented.
Contents
Why Accuracy Comes First
Google’s guidance on creating helpful content asks whether content offers original information or perspectives beyond what’s already available, and cautions against mainly summarizing what others say without adding much value. It also lists whether the use of automation, including AI, is evident to visitors through disclosures or other ways among the questions to consider.
For a podcaster, that translates into two jobs. First, make the show notes accurate to your own episode. Second, add something a bare summary lacks: your context, your corrections, your links. This article covers the first job in depth, and our guide to building a podcast episode page covers the second.
Three Ways to Make Show Notes
| Write from memory | Paste transcript, publish the output | Transcript + strict prompt + check | |
|---|---|---|---|
| Accuracy | Depends on memory | Unverified | Verified |
| Risk of invented details | Low | High | Low |
| Quotable | Not reliably | Maybe | Yes, exact quotes only |
In my view, the third route adds some time and removes much of the risk.
Prepare the Transcript and the Prompt
Step One: Get a Clean Transcript
Show notes are only as good as the transcript underneath. Before you run any prompt:
- Fix names. Automatic transcripts can misspell guests, companies, and product names. Correct them with a find-and-replace.
- Label speakers if the transcript allows it, so quotes get attributed correctly.
- Mark unclear audio. If a section is garbled, flag it so AI doesn’t “repair” it with a guess.
- Keep timestamps if your transcript has them.
A transcript with a wrong name means the show notes will carry that wrong name, confidently.
Step Two: Decide What the Show Notes Contain
Write the list of pieces before you ask AI for any. A useful set:
- A two-to-three-sentence summary
- Three to six section headings with timestamps
- Key points under each section
- Two or three exact quotes
- A list of things mentioned (books, tools, people, links)
- A short guest introduction
Each piece has a different risk. Summaries can drift. Quotes must be exact. Lists of mentioned things must come only from the transcript. Telling AI what to produce, piece by piece, lets you set a rule for each.
Step Three: Run the Prompt With Strict Rules
Here’s a prompt built around one principle: the transcript is the only source of truth.
Below is the transcript of a podcast episode. Create show notes from it.
[paste transcript with timestamps and speaker labels]
Please produce:
1. A summary of 2–3 sentences.
2. Four to six section headings, each with the timestamp where it starts (use only timestamps that appear in the transcript).
3. Two to four bullet points under each section, each one stating something the speakers actually said.
4. Two exact quotes, in quotation marks, with speaker names and timestamps.
5. A list of every book, tool, company, person, or website mentioned, with the timestamp. Do not add links.
6. A one-sentence guest introduction using only what the guest said about themselves in the transcript.
Rules:
- Use only the transcript. Do not add facts, numbers, dates, or opinions that are not in it.
- Copy quotes word for word. If you are unsure of exact wording, do not use the quote.
- If the transcript does not say something I asked for, write "NOT STATED."
- If a name or number looks unclear or inconsistent, write "CHECK:" and explain why.
- Do not describe the guest's credentials, results, or success unless the guest said so.
- Do not use phrases like "groundbreaking," "must-listen," or "game-changing."
I wrote this prompt myself as a suggestion; no source publishes it as a standard.
The “CHECK:” rule is especially useful. It turns uncertainty into a to-do list instead of a confident wrong guess.
Worked Example for Podcast Show Notes From a Transcript
Say an invented 40-minute episode features Jane, a freelance designer, discussing how she raised her rates. The transcript includes a moment where she says: “I told my longest client in an email, with six weeks’ notice.” Another passage mentions a book, “Pricing Basics” (an invented title).
You run the prompt. The output includes a summary, five sections, and two quotes. Reading it, you spot three things:
- A bullet says “Jane doubled her income.” Searching the transcript shows she never said that. She said she raised rates, not income. Delete it.
- The quote about the email says “two months’ notice” while the transcript says “six weeks’ notice.” The wording was altered. Fix it to match the original exactly.
- The “mentioned” list includes a tool the guest never named. It’s invented. Remove it.
Each error sounded plausible. None would have been found without comparing the output to the transcript. That’s the case for the checking step.
Verify the Output, Including Long Episodes
Step Four: Verify Against the Transcript
Use a checklist, and work through it in order:
- Names. Search the transcript for every person, company, and product name in the notes. Confirm spelling.
- Numbers. Search for each number. Confirm it appears and means what the notes say.
- Quotes. Use search to find each quote in the transcript. It must match exactly.
- Timestamps. Click through to a few of them in the audio. Confirm the section begins there.
- Claims about the guest. Every credential or result must come from the guest or from a source you’ve checked.
- Tone. Delete hype that isn’t yours.
Use your text editor’s search function. In my view, it’s faster and more reliable than reading alone.
Long Episodes and Multiple Speakers
A two-hour interview or a panel with four voices adds risk. Long transcripts can exceed a tool’s length limit. Split the transcript into parts of about the same length, run the prompt on each part, and then combine the section lists yourself. Ask for timestamps in every part so you can stitch them together.
With several speakers, attribution errors are one common failure. A model may give one guest’s opinion to another. For any bullet that starts with a name, search the transcript for that name near the phrase. If the speaker labels in your transcript are unreliable, fix them before you run the prompt, or tell the model to write “a speaker” instead of naming anyone.
Mistakes That Slip Through
Even with a strict prompt, a few problems can come up when you build podcast show notes from a transcript:
- Softened or sharpened opinions. The guest says “it can help,” and the notes say “it solves the problem.” Compare the strength of each claim.
- Merged ideas. Two separate points from different parts of the episode get combined into one bullet that nobody actually said.
- Dropped context. A joke or a hypothetical gets turned into a plain statement of fact. If a guest said “imagine if,” the notes shouldn’t state it as a recommendation.
- Wrong order. The summary lists topics in a sequence that doesn’t match the episode, which makes the timestamps look broken.
- Overconfident links. AI may name a website for a resource. Find and confirm every link yourself.
A second read, a day later or by another person, can catch things the first pass misses.
Add Your Own Value, Disclose, and Protect Your Guest
Step Five: Add What Only You Can Add
AI summarizes what was said. You can add what wasn’t:
- A sentence on why you chose this topic
- A correction if the guest misspoke
- Links to the real resources mentioned (find and verify them yourself)
- A note on who the episode is for
- Your own take, labeled as yours
This step is also where your page stops being “just a summary,” in the words of Google’s guidance. It’s the original contribution.
Be Open About Using AI
Google’s list of questions includes whether the use of automation is evident to visitors. You don’t need a long statement. A short line at the bottom works, such as: “Show notes were drafted with AI from the episode transcript and reviewed by the host.” Only say that if it’s true, and make sure the review actually happened.
Protect Your Guest
Guests trust you with their words. Before publishing:
- Don’t attribute anything to a guest that you can’t find in the transcript.
- If you edit a quote for length, mark the edit with an ellipsis, and make sure the meaning is unchanged.
- If a guest asked you to leave something out, make sure the notes don’t include it.
- Consider sending a short draft to the guest for a name-and-title check.
Questions About Podcast Show Notes From a Transcript
How do I write podcast show notes from a transcript with AI? Give the model a clean transcript, ask for specific pieces, forbid added facts, require “NOT STATED” for missing items, and verify names, numbers, and quotes yourself.
Can AI write podcast show notes from a transcript accurately? It can produce a useful draft, but it can also invent or alter details. Verify against the transcript before publishing.
Should I use the whole transcript or a summary? Use the full transcript so the model has the actual wording. Long transcripts can be split into parts if the tool has a length limit.
How long does it take to review the output? It depends on the episode, but plan on a focused pass over names, numbers, and quotes. The search function makes it quick.
Do I need to disclose AI use in show notes? Google’s guidance lists evident use of automation among its questions. A brief honest note is a reasonable approach.
What if the transcript has errors? Fix them first. Mistakes in the transcript carry straight into the notes.
Is it safe to publish podcast show notes from a transcript without editing? Not without checking. Names, numbers, and quotes can be altered in a summary, so compare them to the transcript first.
Should show notes include the full transcript? That’s your choice. The notes should be useful on their own, and a transcript can be added as a separate section if you want one.
Run It on One Episode Today
Take your most recent episode, clean the transcript, run the prompt, and work through the checklist. Write podcast show notes from a transcript this way once, and you’ll have a repeatable routine that saves time without putting words in your guest’s mouth.
This article offers general workflow tips, not legal advice. AI output can contain errors, so verify before publishing. The example episode, guest, book, and quotes are fictional.
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