Turn an Expert Interview into a Useful AI-Assisted Guide

The most useful input for an AI-assisted guide may already be inside your company: an expert explaining how they diagnose a real problem. The challenge is preserving their judgment rather than turning the transcript into generic advice.

Interview for decisions, not definitions

Ask the expert to describe the last time the problem occurred. What did they check first? Which apparent explanation proved wrong? What evidence changed their mind? What would make the advice inapplicable?

Request permission to record and agree how quotations and identifying details will be used. Remove customer information that is not needed for the explanation before sending material into an approved AI workflow.

Build a decision map before a draft

1. Extract the problem, starting conditions and desired outcome.
2. List the diagnostic checks in the order the expert actually uses.
3. Separate observed events from general recommendations.
4. Mark unsupported generalizations and ask a follow-up question.
5. Return the outline and any proposed quotations to the expert for review.

A cleaned transcript is not automatically a verified case study. The expert may remember a result accurately while misremembering a date or measurement.

Worked example: an indexing problem

In a hypothetical interview, an SEO specialist says, “We checked whether the page could be fetched before rewriting it.” The article should explain the decision: establish the page's technical state before treating content quality as the cause.

Do not expand that into “Rewriting never helps indexing.” Instead, create a branch: if the page cannot be retrieved, investigate access and response behavior; if it can, continue examining indexing signals and content purpose. Each branch needs evidence appropriate to the actual platform and issue.

Preserve the useful exceptions

Finish with something readers can use

Turn the decision map into a checklist or troubleshooting tree. Include the inputs readers need, the order of checks and the condition that means they should stop and seek help.

Ask a colleague unfamiliar with the interview to follow the guide. Their questions reveal knowledge the expert assumed but never explained. That final test often adds more value than another round of AI rewriting.

Credit the expert accurately, explain the role of the interview and avoid implying that a single experience proves a universal result. The article's strength is concrete judgment with clear boundaries.

Questions that produce usable material

Experts answer the question they are asked. Ask "what is your process?" and you get a tidy summary that already exists in a dozen other articles. Ask about a specific occasion and you get the details that make a guide worth reading. A short list of prompts that reliably surface decisions:

• "Walk me through the last time this happened. What did you look at in the first ten minutes?"
• "What did you initially think was the cause, and what showed you it was not?"
• "What would have made you stop and hand this to someone else?"
• "Is there a situation where the advice you just gave would be wrong?"
• "What do people new to this get wrong most often?"

The last two questions produce the boundaries of the advice, which are usually the most valuable part and the part an AI summary is most likely to drop. Note the exact wording of any answer that sounds like a rule; you will need to check later whether the expert meant it as one.

Use AI on the transcript, carefully

A transcript is a good input for an assistant, with limits. Reasonable tasks:

1. Produce a list of every decision point with the expert's stated reason, quoting the transcript line.
2. List every number, date, product name, and claim about platform behavior so the editor can verify each one.
3. Identify contradictions or places where the expert corrected themselves.
4. Draft follow-up questions for anything the expert implied but did not explain.

Tasks to keep away from the assistant: writing the expert's opinions in a more confident register, filling gaps in the narrative with typical practice, and generating quotations. A generated quotation attributed to a real person is a fabrication even when it sounds like something they would say.

Keep the case and the guidance distinct

Readers need to know which parts of the article are one person's experience and which parts are generally applicable. A structure that keeps them apart without becoming clumsy:

Send the finished draft back to the expert with a specific request: confirm the facts, confirm the quotations, and flag anything that now reads as a broader claim than they intended. Experts often accept an overstated generalization out of politeness, so ask directly whether each rule-like sentence is something they would defend.

A guide built this way is slower to produce than a rewritten transcript, but it is the kind of article that gets cited, because it contains judgment that cannot be generated from general knowledge.

Put this into practice

Copy the worksheet columns below into a spreadsheet and keep one row per item you check. The filled row is an illustrative example, not a reported customer result; replace it with your own verified records.

Use the following prompt only after supplying the records it requests:

Use only this approved transcript. Extract diagnostic decisions, prerequisites, exceptions and unanswered questions. Preserve uncertainty. Do not invent quotes, outcomes or experiences. Propose a reader-focused outline for expert approval.

Research context

Expert material can provide the context and judgment that generic drafts lack. The related Ahrefs starting points are 10 Creative Ways to Write with AI (Without Losing Your Soul) and 6 Ways to Automate International Marketing with Agent A. This guide’s checklist, examples and proposed workflow are independently written; they are not results of a SEOVision experiment.

Continue with the next task

• How to Check an AI Draft Before Publishing
• A Human–AI Content Workflow That Protects Quality and Trust
• AI Content Refresh: Update Evidence, Not Just the Date

Sources

• 10 Creative Ways to Write with AI (Without Losing Your Soul) — Research starting point; not an endorsement of this original workflow
• 6 Ways to Automate International Marketing with Agent A — Research starting point; not an endorsement of this original workflow