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How to Get Great Content From Subject Matter Experts

How to Get Great Content From Subject Matter Experts
Table of contents
  1. Key Takeaways
  2. Why SME Content Matters in 2026
  3. Types of Subject Matter Experts (and What Each Is Good For)
  4. How to Get Content From SMEs: A Step-by-Step Process
    1. Interview questions that produce original material
  5. Choosing the Right Capture Format
  6. Turning Raw Expert Notes Into a Publishable Article
  7. Giving Experts Credit (and Making It Visible)
  8. Common Mistakes When Working With SMEs
  9. Building a Repeatable SME Programme
  10. Related Guides
  11. Frequently Asked Questions
    1. What is a subject matter expert in content marketing?
    2. How long should an SME interview take?
    3. Should the expert or the writer get the byline?
    4. How do I persuade busy experts to contribute?
    5. Can AI replace SME interviews?
  12. Conclusion
  13. References

Your best content ideas are probably sitting in someone else’s head. The engineer who has fixed the same integration problem fifty times, the accountant who knows which deductions small firms always miss, the field technician who can spot a failing part by its sound: these people hold the first-hand knowledge that turns a generic article into one readers trust. The problem is that they are busy, they rarely want to write, and when they do write, the result is often dense, hedged and hard to publish.

Getting great content from subject matter experts (SMEs) is less about persuading them to “write a blog post” and more about building a light, repeatable system that captures what they know in 30–45 minutes of their time. This guide walks through that system: how to pick the right expert, prepare an interview that pulls out specific stories, turn raw notes into a publishable draft, and keep the expert happy enough to come back next month.

We will also look at why this matters more in 2026 than it did a few years ago. With AI-written content everywhere, original experience is one of the few things competitors cannot copy, and it is exactly what Google’s own guidance asks content creators to show.

Key Takeaways

  • Treat SMEs as sources, not writers: interview them, then have a skilled writer shape the draft.
  • Book short, focused sessions (30–45 minutes) and send a one-page brief beforehand so the expert can prepare examples.
  • Ask for stories, numbers from their own work, mistakes and trade-offs; these create the original detail search engines and readers reward.
  • Make review easy: one round, tracked comments, a clear deadline, and a named owner for final accuracy.
  • Credit the expert visibly with a byline or reviewer line and an author page, so readers can see who stands behind the advice.

Why SME Content Matters in 2026

Generic articles that summarise the top ten search results are cheap to produce, which is precisely why they no longer stand out. Google’s guidance on helpful content asks whether a page offers original information and whether it was created by someone with real knowledge of the subject. The question below, taken from Google’s self-assessment list, is a good summary of what an SME brings to the table.

“Is this content written or reviewed by an expert or enthusiast who demonstrably knows the topic well?”

— Google Search Central, Creating helpful, reliable, people-first content

In December 2022 Google also added “Experience” to its quality rater framework, now known as E-E-A-T (Google’s announcement). Raters are not a ranking factor in themselves, but the framework describes the qualities Google’s systems try to reward. If you want a refresher on how expertise signals fit together, our older guide to E-A-T and why it matters for SEO covers the background.

There is a business reason too. In the Content Marketing Institute’s research for 2026 (survey of 1,015 B2B marketers), 37% said employee participation in thought leadership was “minimal”, meaning fewer than 5% of staff with relevant expertise contribute. Only 10% described participation as widespread. Most organisations are sitting on knowledge they never publish. A good SME process is how you unlock it.

Types of Subject Matter Experts (and What Each Is Good For)

“Expert” does not only mean senior leadership. Some of the most useful sources are people close to customers or close to the work. Match the type of expert to the type of content you need.

Expert typeTypical knowledgeBest content formatsTime they can usually give
Founders and executivesStrategy, market view, opinions on industry changeThought leadership pieces, predictions, opinion columnsLow: 20–30 minutes, often via ghostwriting
Engineers and product specialistsHow things work, edge cases, technical trade-offsTutorials, troubleshooting guides, comparisonsMedium, if scheduled around sprints
Customer support and success teamsReal questions, common mistakes, workaroundsFAQs, “how to fix” posts, onboarding guidesMedium to high
Sales teamsObjections, buying criteria, competitor questionsBottom-of-funnel comparison and pricing explainer pagesMedium
External practitioners (clients, partners, consultants)Independent field experienceCase-style stories, expert roundups, guest commentaryVariable; requires permission and approval

How to Get Content From SMEs: A Step-by-Step Process

The process below works whether you are a solo marketer or part of a larger team. The key idea is to separate knowledge capture (the expert’s job) from writing and editing (your job).

  1. Choose the topic before the expert. Start from a keyword or customer question you already plan to cover, then ask “who here has actually done this?” Topics with no clear expert are candidates for a different format.
  2. Write a one-page brief. Include the working title, target reader, search intent, the three to five questions you need answered and any angle competitors have missed. A solid content brief keeps the interview focused.
  3. Book a short session and send questions in advance. Ask for 30–45 minutes. Tell the expert you want examples and stories, not polished prose, so they can dig out screenshots, numbers or anecdotes beforehand.
  4. Record the interview (with permission). A recording plus an automatic transcript means you can listen instead of scribbling. Our guide to turning customer interviews into content uses the same recording workflow.
  5. Dig for specifics. Use follow-up prompts such as “Can you walk me through the last time that happened?”, “What did you try first that didn’t work?” and “What would you tell a new hire?”
  6. Draft in the expert’s voice. Keep their phrases, opinions and examples. Your job is structure, clarity and search optimisation, not replacing their thinking with generic filler.
  7. Send for one focused review. Ask the expert to check facts and tone only, with a deadline. Highlight any sentences where you are unsure of accuracy.
  8. Publish with credit and close the loop. Add a byline or “reviewed by” line, link to an author bio, and send the expert the live link plus early results.

Interview questions that produce original material

Generic questions get generic answers. The prompts below are designed to surface the kind of detail that only someone with first-hand experience can provide.

  • “What does everyone get wrong about this?”
  • “What is a real example from the last six months?” (Ask for numbers, timelines or before-and-after results they are allowed to share.)
  • “Which step takes longest, and why?”
  • “When would you not recommend this approach?”
  • “What tool, template or checklist do you actually use?”
  • “If you had five minutes with a beginner, what would you show them?”

Choosing the Right Capture Format

Not every expert enjoys a video call. Offering a few formats raises your hit rate and reduces friction.

FormatExpert effortWriter effortBest when
Recorded interviewLow (30–45 min)HighExpert is articulate but time-poor
Written Q&A by emailMediumMediumExpert prefers to think before answering or works in another time zone
Voice notesLowMediumField staff or busy executives answering on the move
Expert drafts, writer editsHighMediumExpert enjoys writing and has a distinctive voice
Review-only (writer drafts, expert checks)LowHighTopic is well documented and you mainly need accuracy and credibility
Shadowing or screen-share sessionMediumHighProcess-heavy topics where watching is faster than explaining

For executives who want to publish under their own name, a ghostwriting model is often the most realistic option; see our guide to executive ghostwriting for how to keep the voice authentic.

Turning Raw Expert Notes Into a Publishable Article

A transcript is not an article. After the interview, work through these stages:

  • Pull out the gems. Highlight every specific example, number, opinion and warning. These become the backbone of the piece.
  • Map gems to the outline. Place each one under the relevant heading in your brief. Gaps tell you where to ask a follow-up question.
  • Add context, not padding. Explain jargon the expert used, add definitions and link to supporting sources.
  • Check the “new information” test. Compare your draft with the top-ranking pages. If it says nothing they do not, go back to the transcript. Our piece on information gain explains this test in more depth.
  • Edit for readability. Run the draft through a standard content editing checklist before it goes back to the expert.

Giving Experts Credit (and Making It Visible)

Visible authorship helps readers judge whether to trust a page. Google says so directly in its helpful content documentation: “We strongly encourage adding accurate authorship information, such as bylines to content where readers might expect it.” (Google Search Central)

In practice, that means a byline or “Reviewed by” line, a short bio with credentials, and a link to a dedicated author page. Our guide to author pages for SEO shows what to include. If you use Article structured data, Google’s documentation asks that every author shown on the page also appears in the markup (Article structured data guidelines).

Common Mistakes When Working With SMEs

  • Asking experts to write from scratch. Most will procrastinate, and the result often reads like an internal memo.
  • Turning up unprepared. If you ask “So, what do you know about X?”, you will get a lecture, not stories.
  • Editing out the personality. Over-polishing removes the opinions and phrasing that make the piece credible.
  • Endless review loops. Multiple rounds with several stakeholders exhaust goodwill. Agree one review round and one final approver.
  • Publishing without credit. Experts who see their name on the page and hear how it performed are far more likely to help again.
  • Ignoring compliance. In regulated sectors such as finance or healthcare, add a compliance review step and never publish client details without written permission.

Building a Repeatable SME Programme

One great interview is a win; a monthly rhythm is a strategy. Keep a simple spreadsheet of experts, their topics, last contribution date and preferred format. Ask managers to treat content contribution as part of the role rather than a favour. Many teams also share a short “content wins” update with contributors each quarter so they see the impact. When you are ready to formalise roles, our article on how to structure a content marketing team explains where an SME coordinator fits.

Frequently Asked Questions

What is a subject matter expert in content marketing?

A subject matter expert (SME) is anyone with deep, first-hand knowledge of a topic, such as an engineer, practitioner, support lead or executive, whose insights you capture and shape into content.

How long should an SME interview take?

Thirty to forty-five minutes is usually enough for one article if you send questions in advance and focus on examples, mistakes and trade-offs rather than definitions.

Should the expert or the writer get the byline?

Either can work. Many teams use the expert as author with the writer credited as editor, or the writer as author with a visible “Reviewed by” line for the expert. Be accurate about who did what.

How do I persuade busy experts to contribute?

Make it easy: short sessions, clear questions, one review round, visible credit and a quick report on results. Manager support helps make contribution part of the role.

Can AI replace SME interviews?

AI can help transcribe, summarise and outline, but it cannot supply the first-hand experience and original examples that make expert content valuable. Use it to speed up the process, not to replace the expert.

Conclusion

Great SME content comes from respecting the expert’s time, asking for specifics and doing the heavy lifting on writing and editing yourself. Build a short brief, run a focused interview, draft in their voice and give them visible credit. Repeat that monthly and you will have a library of articles that no AI summary can replicate. If you would like a team to run the interviews and produce expert-led articles for you, explore our content writing services or request a free quote.

References

  1. Creating helpful, reliable, people-first content — Google Search Central
  2. E-A-T gets an extra E for Experience — Google Search Central Blog
  3. B2B Content and Marketing Trends: Insights for 2026 — Content Marketing Institute
  4. Article structured data — Google Search Central
  5. How to Write an Article Audiences Want to Read — Semrush Blog
Rohit Choudhary
Written byRohit ChoudharyCo-Founder, My SEO Experts

Rohit Choudhary is the co-founder of My SEO Experts and has more than 14 years of hands-on experience in SEO, paid advertising and digital marketing. Since starting out in 2011 he has helped hundreds of businesses grow through practical, data-driven search strategies, and he also serves as a consulting Digital Marketing Director for several US-based companies.

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