Guides for SMEs

how property listings get cited by perplexity and claude the structured data playbook

How Property Listings Get Cited by Perplexity and Claude: The Structured Data Playbook

A buyer asks Perplexity “3-bedroom homes under $600k in Round Rock, Texas” and gets back five listings with addresses, prices, and square footage, fully cited, fully clickable. Your listing was on the market, matched every criterion, and never appeared. Not because your photos were worse. Because the model couldn’t tell your listing had three bedrooms at all.

That’s the uncomfortable truth about generative search for real estate right now: most listing pages are optimized for human eyes and completely opaque to machines. The words “3 bed, 2 bath, 1,850 sq ft” sit inside a paragraph. A language model has to guess whether that’s a fact about the property or filler text next to an ad. Structured data removes the guesswork.

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faq structured data will not get you cited by chatgpt

FAQ structured data will not get you cited by ChatGPT

FAQ schema will not get your business cited by ChatGPT. Google retired FAQ rich results on May 7, 2026, and an Ahrefs study of nearly 1,900 pages found that adding JSON-LD schema produced no meaningful AI citation increase on any platform. What actually earns citations is clear, well-structured, statistics-backed answer content, whether or not it carries schema markup at all.

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how to appear in chatgpt answers a geo guide for smes

How to Appear in ChatGPT Answers: A GEO Checklist for SMEs

Picture this. A potential customer opens ChatGPT instead of Google and types, “Who are the best [your category] providers for a small business?” Three seconds later, they have a short list and a recommendation. Your biggest competitor is on it. You are not.

That moment is happening thousands of times a day in your industry, and most small businesses have no idea it is taking place. By early 2026, OpenAI put ChatGPT above 900 million weekly users. The good news is that getting into those answers is not luck, and it is not reserved for enterprise budgets. It comes down to a specific, repeatable set of moves. The businesses that show up in ChatGPT are rarely the ones with the most pages or the biggest brand. They are the ones who got the fundamentals right while everyone else argued about whether any of this mattered. Here is the checklist.

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