{ "meta": { "version": 1, "title": "UK estate agents in AI search", "slug": "uk-estate-agents-ai-search-2026", "collected_on": "2026-05-25", "published_on": "2026-08-05", "sample": { "national": 30, "regional": 72, "total": 102 }, "methodology": [ "The sample combines 30 national or online firms with 72 regional firms found across 10 UK city searches.", "Each domain received a homepage request using a standard browser user agent and a separate request using the GPTBot user agent.", "The audit recorded response status, JSON-LD schema types, selected page markers and llms.txt availability.", "Nine city recommendation queries came from ChatGPT web search. Edinburgh used a Google AI Overview fallback and is labelled separately." ], "caveats": [ "This is a dated homepage snapshot, not a live monitor or full-site crawl.", "AI answers vary between runs. Brand appearances and citations describe the captured responses only.", "A missing technical marker is an observation, not proof that the marker affects AI citation.", "Unavailable homepage fields are null and displayed as not observed." ] }, "companies": [ { "name": "Acen Properties", "domain": "acenproperties.co.uk", "segment": "regional", "city": "bristol", "observed_at": "2026-05-25T20:34:57.579Z", "browser_status": 200, "reachable": true, "gptbot_status": 200, "gptbot_ok": true, "has_any_schema": true, "has_real_estate_schema": false, "has_local_business_schema": false, "has_person_schema": false, "has_faq_schema": false, "has_og_image": true, "h1_count": 1, "has_llms_txt": true, "schema_types": [ "WebPage", "ReadAction", "BreadcrumbList", "ListItem", "WebSite", "SearchAction", "EntryPoint", "PropertyValueSpecification" ], "cited_as_source": false }, { "name": "Alexander May", "domain": "alexandermay.co.uk", "segment": "regional", "city": "bristol", "observed_at": 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