Turn a Podcast into an Article with AI: An Editorial Workflow

A good article from a podcast serves a reader who has not heard the episode. It needs a clear question, an argument and enough context to stand alone. Cleaning up a transcript is useful preparation, but it is not the finished editorial work.

Identify the article inside the conversation

Listen for one coherent idea rather than trying to include every topic. Write a working headline that describes the question the article answers. If the conversation covers hiring, pricing and a founder's biography, choose one subject or create distinct articles only when each has enough original substance.

Keep the recording, transcript and publication permissions together. Mark passages with important names, figures, corrections and qualifications. Descript is one editing option when the recording and text need to stay closely connected; an ordinary transcript with timestamps also works.

Separate quotation from interpretation

Fictional speaker: “We stopped weekly demos for a month while the team was short staffed. Signups stayed stable, but I don't know whether the demos affected conversions.” A weak article turns this into “Weekly demos do not improve conversions.” A defensible version says the team paused demos temporarily and did not establish their effect on conversion.

Evidence card
Timestamp: 12:40–13:15
Speaker's observation: signups remained stable during a pause
Unknown: conversion effect; other changes during the month
Permitted claim: a temporary operational change, not causal proof
Follow-up: request the conversion data before drawing a conclusion

Build an outline around the reader's problem

Lead with the useful issue, explain the example, distinguish evidence from opinion and finish with a practical question or method. Remove conversational repetition without deleting meaningful uncertainty. Paraphrases should remain faithful; direct quotations should match the source and your publication's quotation rules.

Ask AI to propose two outlines from the evidence cards, then choose and edit one. Do not ask it to fill evidential gaps with “context” unless that context has a separate verified source.

Run two reviews

First review factual fidelity: replay each quoted passage, verify numbers and ensure the speaker's limits remain visible. Then review the article as a standalone piece: explain unfamiliar terms, remove references that only make sense to listeners and provide a useful title and description.

Link the original episode and identify the source of the reporting. Keep an editorial correction path back to the recording. Use the repurposing workflow only after the article is approved, so promotional clips and posts inherit checked claims rather than an unreviewed draft.