Expert Roundups: Still Useful?
Are expert roundups still useful for AI visibility? When a roundup adds real insight, when it's commodity content, and how to run one well.
Expert roundups still work when each contributor adds specific, first-hand insight; most don't. Google's guidance for its AI features contrasts "commodity content" based on common knowledge with "non-commodity content" offering expert or experienced takes ([Google](https://developers.google.com/search/docs/fundamentals/ai-optimization-guide)). Our view: a roundup of ten detailed, disagreeing experts beats fifty one-line tips, and links should never be the price of a quote ([Google](https://developers.google.com/search/docs/essentials/spam-policies)).
- Many expert roundups are weak because contributions are generic and unedited.
- Roundups work when experts are vetted, asked a specific question and edited for substance.
- Contribute to others' roundups only with specific, experienced answers.
- Consider alternatives such as interviews or original data when roundups won't add value.
Facts are from Google Search Central, accessed 30 Oct 2026. Points marked "Our view" are interpretation; examples are illustrative.
Checked on 31 October 2026. "Our view" marks MentionX opinion. Ledgerline is a fictional company used for illustration.
01What is an expert roundup?
A roundup asks several people the same question and publishes their answers together, such as "12 CFOs on how they budget for software" (fictional). The format became popular for link building because each contributor tends to share the page. Our view: that motive produced many thin roundups, and readers learned to skim them.
02Why are many roundups weak?
Google's generative AI guidance says content that "simply restates information already available elsewhere" adds little, and it encourages a unique point of view based on experience (Google). Many roundups collect short, generic tips that any of the contributors could have found online. Our view: engines looking for a specific answer have little reason to cite them over a focused guide.
03When does a roundup work?
| Works | Doesn't work |
|---|---|
| Narrow, hard question | Broad question ("best marketing tips") |
| Contributors with direct experience | Anyone willing to reply |
| Detailed answers with examples and numbers | One-sentence quotes |
| Disagreement shown and explained | Everyone says the same thing |
| Editor's synthesis at the top | No summary |
| Contributors named with roles | Anonymous or vague bios |
04How do you run a roundup well?
- Pick a narrow question your buyers genuinely ask and that requires experience to answer.
- Choose 6–12 contributors with relevant, verifiable experience.
- Ask for specifics: "What did you try, what happened, what would you do differently?"
- Edit hard. Cut generic lines. Ask follow-up questions where answers are vague.
- Write a synthesis at the top: where experts agree, where they disagree, and your own view, labelled as such.
- Credit contributors with name, role and organisation, and link to their profiles where useful.
- Date the page and update it when the topic changes.
05How should you contribute to others' roundups?
- Check whether the publication is cited for your category prompts before replying.
- Answer the question asked, with one specific example.
- Give your role and company accurately.
- Don't require a link; if one is offered, fine. Google's link spam policy covers requiring links in agreements and excessive link exchanges (Google).
- Decline requests from obvious link-farm sites.
06What does a strong contribution look like?
Fictional example: asked "How do you cut churn in the first 90 days?", a weak reply says "Focus on onboarding and customer success." A strong one says: "We found that customers who connected their calendar in week one churned at half the rate of those who didn't, so we moved that step to the signup flow. It took three weeks to build and cut 90-day churn from 9% to 6%." It's specific, checkable and hard to copy.
07What are the alternatives to roundups?
Our view: often a better format exists. Interview one expert in depth. Run a small survey with a clear method. Publish a debate between two practitioners who disagree. Each gives more original material than a long list of quotes.
08What should you avoid?
- Roundups built only to get contributors to share links.
- Asking AI tools to write "expert" quotes.
- Inventing or embellishing credentials.
- Publishing without fact-checking claims made by contributors.
09How do you measure whether it worked?
Track whether the roundup is cited for the target prompts, whether engines quote specific contributors, and whether the page earns links and mentions from other sites without being asked. Our view: if, after three months, it's cited for nothing and nobody refers to it, the format didn't work for that topic.
10How do you vet contributors?
Our view: check that each person's role and organisation are real, and that their experience matches the question. Look at their public work. Ask how they know what they claim, and request numbers you can publish. If a contributor won't stand behind a specific claim, cut it. The roundup's credibility depends on its weakest answer.
11How long should a roundup be?
Our view: as long as the useful answers, and no longer. Six strong contributions of 150 words each make a better page than 30 thin ones. Put the synthesis first so readers and engines get the key points without scrolling through every answer.
12Should you update a roundup?
Yes, when the topic changes. Re-contact contributors once a year, ask whether their view has changed and note updates with a date. Our view: a roundup that shows how expert opinion shifted over time can become more valuable than the original.
13How do you present disagreement?
Our view: disagreement is the most useful part of a good roundup. Group contributors by position, explain the reasoning behind each, and say which conditions favour which view, for example team size or budget. Readers get a decision framework, not just a list.
14Exercise
Find a roundup in your category that's cited by an AI engine. Rate each contribution as specific or generic. Then write a 100-word contribution to the same question that includes one real example and one number you can stand behind.
15Checklist
- Narrow question that requires experience
- 6–12 contributors with verifiable roles
- Follow-up questions for vague answers
- Synthesis at the top, with your view labelled
- No links required as payment for quotes
- Page dated and reviewed yearly
16From MentionX data: which pages get citedOriginal data
Method. Read-only aggregate queries over MentionX scans from 22 August to 29 October 2026 (UTC): 2,217 engine runs (2,154 completed) across 18 anonymised projects and six engines.
In the MentionX sample, cited URLs came from these page types:
| Cited URL type | Share of 9,750 citations |
|---|---|
| Blog or article | 19.6% |
| Homepage | 10.0% |
| Review page | 2.7% |
| Docs | 2.6% |
| Pricing | 1.9% |
| Wikipedia | 1.6% |
Our view: roundups are usually blog posts, the largest cited type here. That doesn't make roundups special; it means a strong article of any format can be cited.
Limits. A convenience sample of mostly B2B software projects, run through engine APIs, which can behave differently from the consumer apps. Perplexity, Copilot and DeepSeek figures come from a single day (26 October 2026), so treat them as a snapshot, not a trend.
17Worked example: Ledgerline runs a focused roundup
Ledgerline is a fictional accounts-payable tool. Figures are illustrative.
Ledgerline asks ten finance leaders one question: what single control stopped a payment error in your team? It vets each contributor's role, asks for a specific example and edits answers for clarity.
The published roundup groups answers into themes, notes where experts disagree and adds a short summary. Contributors share it with their networks. Everything here, including the experts, is fictional.
18How do you invite contributors?
Explain the question, the deadline, the word limit and how you'll credit them. Make it easy to say yes or no.
19How do you credit contributors fairly?
Use their name, role and organisation, with a link if they want one. Send them the published page.
20What question should a roundup ask?
A good roundup question is narrow, practical and answerable from experience. "What single control prevented a payment error in your team?" works better than "What's the future of finance?" Narrow questions produce specific, varied answers that readers can use. Test the question on one or two experts first to see whether it draws out real detail.
21How do you edit contributions?
Edit for clarity and length, but keep each expert's meaning and voice. Remove promotional lines and generic advice. If an answer is too vague to use, ask a follow-up question rather than publishing it. Send contributors their edited text to approve before publishing. Our view: fewer, stronger contributions make a better page than a long list of platitudes.
22How should you structure the published page?
Open with a summary of the main themes and where experts disagreed. Group answers by theme, with each expert's name, role and organisation. Close with practical takeaways. A summary near the top is what readers and engines are most likely to use.
23What are alternatives to a roundup?
An in-depth interview with one expert, a panel discussion written up as an article, a survey with original data or a guide that quotes several experts on specific points. Each can be more useful than a roundup when the topic needs depth.
24How do you avoid roundups that look like link schemes?
Don't trade links for contributions or publish answers purely to collect backlinks. Keep editorial standards and include only contributors with real expertise.
25How do you promote a finished roundup?
Send each contributor the link with a short thank-you and a suggested post they can share if they like. Share the roundup in the communities and newsletters your audience reads, highlighting one surprising insight rather than the list of names. Link it from related guides on your site. Our view: a roundup that only contributors share has probably asked the wrong question.
26How do you measure a roundup's value?
Track visits, links from other sites, mentions in your prompt set and whether any answer quotes a contributor's point. Also note softer outcomes, such as new relationships with experts who later speak at your events or contribute again.
27When should you not run a roundup?
When you can't find enough genuinely expert contributors, when the question has one correct answer that a single guide could explain, or when the topic needs original data rather than opinions. In those cases, write the guide or run the survey instead.
28What should you do first?
Write down three narrow questions your buyers care about, and ask two trusted experts to answer one of them. If their answers are specific and surprising, you have a roundup worth running. If not, try a different question or a different format.
29Common questions
Are roundups dead? Generic ones add little. Focused, edited roundups can still be useful.
How many experts should we include? Enough for range; quality matters more than count.
Should we pay contributors? Usually not, but be clear about what they get.
Do roundups help AI visibility? Possibly, if the content is specific and widely referenced.
30Related
- Earning citations from news sites
- Partnerships and co-marketing
Questions people ask
3 answersDo expert roundups help AI visibility?
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Our view: only when the experts add specific, first-hand insight. Generic quote collections are the commodity content Google's guidance warns about.
Should I contribute quotes to other people's roundups?
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Our view: selectively, when the publication is cited in your category and you can say something specific and accurate.
Can I ask for a link in return for a quote?
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You can ask, but don't make a link a condition. Google lists required links and link exchanges among link spam patterns.
Sources
- Google, Optimizing for generative AI features; Spam policies for Google web searchdevelopers.google.com