Technical Eligibility Is Not Citation Authority
Ahrefs tested schema removal and reported no meaningful loss of AI citations in that experiment. One test doesn’t prove schema never matters. It does show why adding markup alone is a weak citation strategy.
Keep valid structured data where it helps search systems understand the page. Put more effort into direct answers, crawl access, original project evidence, clear authorship, and corroboration from sources outside your own site. Then run your own prompt set and record whether the cited pages change.
The Schema Shortcut Didn't Survive a Real Test
Schema looks like the perfect AEO shortcut. It labels an article, author, business, service, review, or FAQ in a machine-readable format. If answer engines need structured information, adding more schema should produce more citations.
The correlation made that story tempting. Ahrefs found that pages cited by AI were almost three times more likely to contain JSON-LD than pages that weren't cited. Then its researchers tested the assumption instead of stopping at the correlation. They tracked 1,885 pages that added schema, compared them with 4,000 control pages, and measured citation changes across Google AI Overviews, AI Mode, and ChatGPT. Citations barely moved.
Google's own guidance is just as direct. There is no special AEO schema or machine-readable file required for AI Overviews or AI Mode. Structured data should accurately describe visible page content, but adding it doesn't make a weak answer worth citing.
First, Make the Page Eligible to Be Retrieved
A useful page can't be cited if the system can't access it. For Google's AI features, the page must be indexed, eligible to appear in Search, and allowed to show a snippet. Google recommends crawlable internal links, important information in text, a good page experience, and media that supports the written content.
ChatGPT Search has a separate access path. OpenAI says publishers should allow OAI-SearchBot in robots.txt and make sure the host, CDN, firewall, and bot protection don't block its published traffic. Allowing a crawler doesn't guarantee a citation. It removes a preventable reason for exclusion.
Check the rendered page, canonical URL, index status, robots directives, snippet controls, server responses, and internal links before debating writing tactics. Technical eligibility is the floor, not the advantage.
Give the Engine a Clear Answer Before the Full Explanation
Answer engines often break a detailed prompt into several smaller searches. Google calls this query fan-out. A homeowner asking which siding fits a 1970s Minnesota home may trigger related searches about climate, moisture, maintenance, cost, insulation, and local contractors.
Build each section so it can resolve one of those subquestions without losing the larger context. Use a descriptive heading. Follow it with a direct answer in two or three sentences. Then explain the conditions, tradeoffs, exceptions, and evidence.
That structure helps people scan and helps retrieval systems locate a useful passage. It doesn't require short articles. It requires sections with a clear job.
A 2026 Semrush citation study found positive relationships between AI citations and clarity, summarization, visible expertise signals, question-and-answer formatting, and well-defined section structure. Those are correlations, not guaranteed ranking factors, but they point in the same direction as the platforms' guidance: make the useful part easy to identify.
Commodity Explanations Give an Answer Engine Nothing New
A page that rewrites the same ten tips found everywhere may be accurate and still be replaceable. Google now explicitly recommends valuable, unique, non-commodity content for generative search visibility.
For a contractor, originality doesn't require a national research department. Use evidence created by the work:
- A project example with home age, scope, constraints, and outcome
- A before-and-after decision, including why one option was rejected
- Local cost drivers with a date and a clearly stated range
- Patterns from estimates, service calls, or completed projects
- Photos, diagrams, and short videos that prove the explanation
- A named expert who takes responsibility for the guidance
Keep claims narrow enough to defend. State when a number comes from your own records, a practitioner example, or an outside study. Citation-worthy content makes the reference and limits of the answer visible.
Your Website Can't Be the Only Place That Says You're an Expert
Answer engines compare references. That makes off-site corroboration more important than publishing another stack of near-duplicate articles.
Ahrefs studied 75,000 brands across ChatGPT, Google AI Mode, and AI Overviews. Branded web mentions correlated much more strongly with AI visibility than backlink volume or the number of pages on a site. YouTube mentions had the strongest correlation in the study. Correlation doesn't prove that mentions caused visibility, but it shows that recognizable entities tend to exist across the web, not only on their own domains.
For a local contractor, that can include an accurate Google Business Profile, detailed customer reviews, trade association profiles, supplier or partner mentions, local project coverage, awards with real criteria, and useful YouTube videos with descriptive titles and transcripts. Keep the company name, services, location, and expertise consistent. You’re giving systems multiple credible references that describe the same business.
There Is No AEO Word Count
Ahrefs analyzed 174,048 pages cited in AI Overviews and found a near-zero relationship between page length and citation. About 53% of cited pages were under 1,000 words. The average was 1,282 words, but short and long pages appeared throughout the citation set.
The right length is the shortest version that fully resolves the reader's decision. A narrow definition may need 500 words. A useful contractor comparison may need 1,200. A complete planning guide may need 2,500. Removing a necessary caveat to hit a short target is as unhelpful as adding filler to reach a long one.
Use word count as an editing observation, not an optimization goal. Judge whether the page gives a direct answer, enough evidence, meaningful context, clear next steps, and a satisfying stopping point.
Measure Visibility, Citations, and Business Outcomes Separately
A brand mention, a linked citation, a site visit, and a qualified lead are different outcomes. Track them separately.
Google began testing dedicated generative AI visibility reports in Search Console in June 2026. Use them when available to inspect impressions in AI Overviews and AI Mode. OpenAI adds utm_source=chatgpt.com to ChatGPT referral URLs, which makes visits visible in analytics. Maintain a fixed set of representative homeowner prompts and record which companies and references appear over time.
Then connect referral visits and assisted journeys to qualified leads and signed work. AEO reporting shouldn't stop at screenshots of an AI answer.
Schema still belongs in a well-built site when it accurately describes the page. It just isn't the strategy. The strategy is to become the clearest, best-supported reference for a question that matters to the homeowner and to your business.