{ "snapshot": { "id": "2026-11-05", "date": "2026-11-05", "label": "November 5, 2026", "title": "Web-enabled AI search snapshot", "cohort": { "site_count": 25, "distinct_business_group_count": 24, "description": "25 real estate websites with public Homiere credits, representing 24 observed businesses." }, "query_design": { "questions_per_site": 12, "model_count": 2, "attempted": 600, "completed": 600, "unavailable": 0, "branded_questions_per_site": 0 }, "summary": { "name_mentions": 31, "completed_answers": 600, "mention_rate_pct": 5.17, "sites_named": 7, "zero_mention_sites": 18, "domain_citation_answers": 17 }, "models": [ { "key": "openai", "name": "GPT-6.1 Sol", "model": "gpt-6.1-sol", "web_search": true, "mode": "Responses API web search", "attempted": 300, "completed": 300, "unavailable": 0, "name_mentions": 17, "domain_citations": 8, "sites_named": 5, "search_tool_calls": 816 }, { "key": "claude", "name": "Claude Sonnet 5.5", "model": "claude-sonnet-5-5", "web_search": true, "mode": "Messages API web search", "attempted": 300, "completed": 300, "unavailable": 0, "name_mentions": 14, "domain_citations": 9, "sites_named": 4, "search_tool_calls": 548 } ], "downloads": { "pdf_path": "/research/homiere-visibility-study-2026-11-05.pdf", "json_path": "/data/homiere-snapshot-2026-11-05.json", "csv_path": "/data/homiere-snapshot-2026-11-05.csv" }, "history": { "date": "2026-11-04", "original_automated_name_mentions": 13, "completed_web_answers": 568, "original_automated_zero_sites": 19, "verified_minimum_name_mentions": 15, "verified_maximum_zero_sites": 18, "original_completed_all_models": 1168, "original_attempted_all_models": 1200, "original_unavailable": 32, "correction_note": "Two original answers named Tim McGuire but were marked absent because the intake name was Tim McGuire Team. The original sample therefore contains at least 15 business-name mentions in 568 completed web-search answers, with at most 18 zero-mention websites. Saved original answer excerpts are truncated, so this is a minimum correction.", "correction_domain": "timmcguirehomes.com", "additional_mentions": { "perplexity": 1, "gemini": 1 }, "original_pdf_path": "/research/archive/homiere-visibility-study-2026-11-04-original.pdf", "original_json_path": "/data/homiere-study-2026-11-04.json", "original_audit_summary": { "average_score": 22.44, "median_score": 22, "grade_counts": { "A": 0, "B": 0, "C": 0, "D": 0, "F": 25 }, "min_score": 19, "max_score": 29 } }, "cross_sample_context": { "dates": [ "2026-11-04", "2026-11-05" ], "confirmed_sites_named_minimum": 11, "verified_name_mentions_minimum": 46, "completed_web_answers": 1168, "note": "This is a descriptive union across different models and dates. It is not a single contemporaneous comparison." }, "disclosure": "10xSearch competes with Homiere. Public website credits identify this sample; they do not verify paid client status, service scope, tenure or responsibility for the measured results.", "limitations": [ "The same 12 non-branded questions were asked once per website and model. By-name questions were not tested.", "All 600 answers in this snapshot completed with confirmed web-search evidence.", "These are provider API tests. Search in the consumer ChatGPT and Claude apps can use different routing, personalization and tools.", "The November 5 models, date, search mode and generic search instruction differ from the November 4 tests. Differences do not isolate a causal effect of web search.", "A business-name match can refer to a verified team principal. Names, audited-domain citations and recommendations are separate measures.", "A zero means no verified name match in the recorded answers for that website. It does not mean the business cannot be found elsewhere.", "No traffic, inquiries, leads, revenue, vendor service quality or comparison with 10xSearch client performance was measured.", "The SEO Growth Audit grades belong to the November 4 automated framework. The November 5 snapshot does not calculate new SEO grades.", "The old saved answer excerpts are limited; the original count clarification is a verified minimum rather than a complete retrospective recount." ] }, "sites": [ { "domain": "adamtriplett.com", "name": "Adam Triplett", "market": "Yorktown, VA", "canonical_url": "https://www.adamtriplett.com/", "group_id": "adamtriplett.com", "name_mentions": 3, "completed": 24, "domain_citations": 2, "model_results": { "openai": { "name_mentions": 2, "completed": 12, "domain_citations": 2 }, "claude": { "name_mentions": 1, "completed": 12, "domain_citations": 0 } }, "prompts": [ "Who are the best luxury real estate agents in Yorktown, VA? List specific names.", "I'm buying a high-end home in Yorktown, VA. Which realtor or team should I contact, and why?", "Best real estate agent in Yorktown, VA for selling a luxury property? Give names.", "Who is the top-producing real estate agent in Yorktown, VA right now?", "I'm relocating to Yorktown, VA and need a great buyer's agent. Who do you recommend?", "Which Yorktown, VA realtor has the best reputation for high-end homes?", "Who should I hire to sell my multi-million dollar home in Yorktown, VA?", "Best real estate team in Yorktown, VA for luxury buyers? Name a few.", "Most trusted real estate agent in Yorktown, VA for investment properties?", "Who are the go-to luxury listing agents in Yorktown, VA?", "Recommend a real estate agent in Yorktown, VA known for strong negotiation.", "Who are the best real estate agents near Yorktown, VA for a $2M+ home?" ], "queries": [ { "question": "Who are the best luxury real estate agents in Yorktown, VA? List specific names.", "openai": { "completed": true, "search_confirmed": true, "business_named": true, "matched_names": [ "Adam Triplett" ], "audited_site_cited": true, "citation_urls": [ "https://www.realtor.com/realestateagents/5682364dbb954c010069a884?utm_source=openai", "https://www.adamtriplett.com/about?utm_source=openai", "https://www.zillow.com/professionals/real-estate-agent-reviews/yorktown-va/?utm_source=openai", "https://www.realtor.com/realestateagents/Greg-Garrett_Dunnsville_VA_643124_74398701?utm_source=openai" ] }, "claude": { "completed": true, "search_confirmed": true, "business_named": false, "matched_names": [], "audited_site_cited": false, "citation_urls": [ "https://www.redfin.com/city/26858/VA/Yorktown/real-estate/agents", "https://realestate.usnews.com/agents/virginia/yorktown", "https://www.effectiveagents.com/va/yorktown", "https://www.homes.com/real-estate-agents/yorktown-va/p13/", "https://www.fastexpert.com/top-real-estate-agents/yorktown-va/" ] } }, { "question": "I'm buying a high-end home in Yorktown, VA. Which realtor or team should I contact, and why?", "openai": { "completed": true, "search_confirmed": true, "business_named": false, "matched_names": [], "audited_site_cited": false, "citation_urls": [ "https://www.realtor.com/realestateagents/5682364dbb954c010069a884?utm_source=openai", "https://www.zillow.com/profile/MichaelReames?utm_source=openai", "https://4oceansre.com/agents/tim-meyer?utm_source=openai", "https://www.longandfoster.com/bio/marleyenumbers?utm_source=openai", "https://www.williamsburgluxuryhomes.com/?utm_source=openai", "https://hrpdcva.gov/CivicAlerts.aspx?AID=173&ARC=379&utm_source=openai" ] }, "claude": { "completed": true, "search_confirmed": true, "business_named": false, "matched_names": [], "audited_site_cited": false, "citation_urls": [ "https://realestate.usnews.com/agents/virginia/yorktown", "https://www.redfin.com/city/26858/VA/Yorktown/real-estate/agents", "https://www.fastexpert.com/top-real-estate-agents/yorktown-va/", "https://www.effectiveagents.com/va/yorktown", "https://www.rwtowne.com/york-waterfront-properties-virginia" ] } }, { "question": "Best real estate agent in Yorktown, VA for selling a luxury property? Give names.", "openai": { "completed": true, "search_confirmed": true, "business_named": false, "matched_names": [], "audited_site_cited": false, "citation_urls": [ "https://www.johnmartinhome.com/agent/john-martin/?utm_source=openai", "https://www.realtor.com/realestateagents/5682364dbb954c010069a884?utm_source=openai", "https://4oceansre.com/agents/tim-meyer", "https://www.homes.com/real-estate-agents/carlyn-menser/gjb5lkx/?utm_source=openai" ] }, "claude": { "completed": true, "search_confirmed": true, "business_named": false, "matched_names": [], "audited_site_cited": false, "citation_urls": [ "https://www.fastexpert.com/top-real-estate-agents/yorktown-va/", "https://realestate.usnews.com/agents/virginia/yorktown", "https://www.redfin.com/city/26858/VA/Yorktown/real-estate/agents", "https://www.homes.com/real-estate-agents/yorktown-va/p13/", "https://www.fastexpert.com/real-estate-companies/yorktown-va/", "https://www.redfin.com/city/26858/VA/Yorktown/luxury-homes" ] } }, { "question": "Who is the top-producing real estate agent in Yorktown, VA right now?", "openai": { "completed": true, "search_confirmed": true, "business_named": false, "matched_names": [], "audited_site_cited": false, "citation_urls": [ "https://www.realtrends.com/agent-profile/deborah-kelly-virginia/?utm_source=openai", "https://www.realtrends.com/data-downloads/?utm_source=openai", "https://www.zillow.com/professionals/real-estate-agent-reviews/yorktown-va/" ] }, "claude": { "completed": true, "search_confirmed": true, "business_named": false, "matched_names": [], "audited_site_cited": false, "citation_urls": [ "https://realestate.usnews.com/agents/virginia/yorktown", "https://www.fastexpert.com/top-real-estate-agents/yorktown-va/", "https://www.fastexpert.com/top-real-estate-agents/york-county-va/", "https://www.realestateagents.com/va/yorktown", "https://www.redfin.com/city/26858/VA/Yorktown/real-estate/agents", "https://www.fastexpert.com/real-estate-companies/yorktown-va/" ] } }, { "question": "I'm relocating to Yorktown, VA and need a great buyer's agent. Who do you recommend?", "openai": { "completed": true, "search_confirmed": true, "business_named": false, "matched_names": [], "audited_site_cited": false, "citation_urls": [ "https://www.zillow.com/professionals/real-estate-agent-reviews/yorktown-va/?utm_source=openai", "https://www.remaxconnectva.com/agents.php?utm_source=openai", "https://yorktownmoving.com/about?utm_source=openai", "https://www.yorktownmoving.org/book-a-consultation?utm_source=openai" ] }, "claude": { "completed": true, "search_confirmed": true, "business_named": true, "matched_names": [ "Adam Triplett" ], "audited_site_cited": false, "citation_urls": [ "https://www.fastexpert.com/top-real-estate-agents/york-county-va/", "https://www.yelp.com/search?cflt=realestate&find_loc=Yorktown,+VA", "https://www.yelp.com/search?find_desc=Buyers+Agent&find_loc=Yorktown%2C+VA", "https://www.yelp.com/search?cflt=realestateagents&find_loc=Yorktown%2C+VA+23690", "https://www.redfin.com/city/26858/VA/Yorktown/real-estate/agents", "https://realestate.usnews.com/agents/virginia/yorktown" ] } }, { "question": "Which Yorktown, VA realtor has the best reputation for high-end homes?", "openai": { "completed": true, "search_confirmed": true, "business_named": false, "matched_names": [], "audited_site_cited": false, "citation_urls": [ "https://www.zillow.com/professionals/real-estate-agent-reviews/yorktown-va/?utm_source=openai", "https://vahome.com/listings/york-county/?utm_source=openai", "https://www.realtor.com/realestateagents/5682364dbb954c010069a884?utm_source=openai", "https://www.zillow.com/profile/fordcook?utm_source=openai" ] }, "claude": { "completed": true, "search_confirmed": true, "business_named": false, "matched_names": [], "audited_site_cited": false, "citation_urls": [ "https://www.fastexpert.com/top-real-estate-agents/yorktown-va/", "https://www.yelp.com/search?cflt=realestate&find_loc=Yorktown,+VA", "https://4oceansre.com/agents/tim-meyer", "https://www.yelp.com/search?find_desc=Real+Estate+Agents&find_loc=Yorktown%2C+VA", "https://www.redfin.com/city/26858/VA/Yorktown/real-estate/agents", "https://realestate.usnews.com/agents/virginia/yorktown" ] } }, { "question": "Who should I hire to sell my multi-million dollar home in Yorktown, VA?", "openai": { "completed": true, "search_confirmed": true, "business_named": false, "matched_names": [], "audited_site_cited": false, "citation_urls": [ "https://www.johnmartinhome.com/agent/john-martin/", "https://www.longandfoster.com/bio/marleyenumbers?utm_source=openai", "https://www.coldwellbanker.com/va/yorktown/1809-calthrop-neck-rd/lid-P00800000H85IGFLV8AsKQpsh0HzfzCXxBhOQ6SO?utm_source=openai" ] }, "claude": { "completed": true, "search_confirmed": true, "business_named": false, "matched_names": [], "audited_site_cited": false, "citation_urls": [ "https://www.homes.com/real-estate-agents/yorktown-va/p4/", "https://www.williamsburgluxuryhomes.com/", "https://www.johnmartinhome.com/agent/john-martin/", "https://www.laurenrogersrealestate.com/", "https://www.redfin.com/city/26858/VA/Yorktown/real-estate/agents", "https://www.beachhouse.com/real-estate-virginia-yorktown-bre38640-0.html" ] } }, { "question": "Best real estate team in Yorktown, VA for luxury buyers? Name a few.", "openai": { "completed": true, "search_confirmed": true, "business_named": false, "matched_names": [], "audited_site_cited": false, "citation_urls": [ "https://www.realtor.com/realestateagents/5682364dbb954c010069a884?utm_source=openai", "https://www.williamsburgluxuryhomes.com/?utm_source=openai", "https://thetomcoffeyteam.com/?utm_source=openai" ] }, "claude": { "completed": true, "search_confirmed": true, "business_named": false, "matched_names": [], "audited_site_cited": false, "citation_urls": [ "https://realestate.usnews.com/agents/virginia/yorktown", "https://www.fastexpert.com/top-real-estate-agents/york-county-va/", "https://www.fordscolonyonline.com/yorktown-homes-for-sale/waterfront-homes/", "https://4oceansre.com/", "https://www.redfin.com/city/26858/VA/Yorktown/real-estate/agents", "https://www.thegloucesterrealtor.com/york-county-va-real-estate-guide/" ] } }, { "question": "Most trusted real estate agent in Yorktown, VA for investment properties?", "openai": { "completed": true, "search_confirmed": true, "business_named": false, "matched_names": [], "audited_site_cited": false, "citation_urls": [ "https://www.zillow.com/profile/AmandaMWalsh?utm_source=openai", "https://www.amwre.com/property-management/?utm_source=openai", "https://www.wcr.org/profile/amanda-m-walsh/?utm_source=openai", "https://www.zillow.com/profile/ShannonCurtisRealtor?utm_source=openai", "https://www.dpor.virginia.gov/Consumers?utm_source=openai" ] }, "claude": { "completed": true, "search_confirmed": true, "business_named": false, "matched_names": [], "audited_site_cited": false, "citation_urls": [ "https://www.realestateagents.com/va/yorktown", "https://www.fastexpert.com/top-real-estate-agents/york-county-va/", "https://www.yelp.com/search?cflt=realestateagents&find_loc=Yorktown%2C+VA+23690", "https://realestate.usnews.com/agents/virginia/yorktown", "https://www.redfin.com/city/26858/VA/Yorktown/real-estate/agents", "https://www.mashvisor.com/cities/va/yorktown-investment-property-guide" ] } }, { "question": "Who are the go-to luxury listing agents in Yorktown, VA?", "openai": { "completed": true, "search_confirmed": true, "business_named": true, "matched_names": [ "Adam Triplett" ], "audited_site_cited": true, "citation_urls": [ "https://www.realtor.com/realestateagents/5682364dbb954c010069a884?utm_source=openai", "https://www.realtor.com/realestateagents/Greg-Garrett_Dunnsville_VA_643124_74398701?utm_source=openai", "https://www.zillow.com/professionals/real-estate-agent-reviews/yorktown-va/?utm_source=openai", "https://www.adamtriplett.com/about", "https://4oceansre.com/agents/tim-meyer" ] }, "claude": { "completed": true, "search_confirmed": true, "business_named": false, "matched_names": [], "audited_site_cited": false, "citation_urls": [ "https://www.redfin.com/city/26858/VA/Yorktown/luxury-homes", "https://realestate.usnews.com/agents/virginia/yorktown", 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true, "business_named": false, "matched_names": [], "audited_site_cited": false, "citation_urls": [ "https://www.homes.com/real-estate-agents/yorktown-va/p13/", "https://www.laurenrogersrealestate.com/", "https://www.treg.com/luxury-home-communities-williamsburg/", "https://www.zillow.com/professionals/real-estate-agent-reviews/williamsburg-va/", "https://realestate.usnews.com/agents/virginia/yorktown", "https://www.homelight.com/williamsburg-va/top-real-estate-agents", "https://www.redfin.com/city/26858/VA/Yorktown/real-estate/agents" ] } } ], "previous_audit": { "date": "2026-11-04", "score": 25, "grade": "F", "components": [ { "key": "ai", "label": "AI visibility", "score": 2, "weight": 0.45, "effective_weight": 0.5625 }, { "key": "technical", "label": "Homepage SEO", "score": 97.07, "weight": 0.2, "effective_weight": 0.25 }, { "key": "authority", "label": "Link authority", "score": 0, "weight": 0.15, "effective_weight": 0.18749999999999997 } ], "missing_components": [ "Estimated organic traffic" ] }, "original_automated_web_mentions": 1, "original_web_completed": 24, "identity_aliases": [ "Adam Triplett" ], "identity_sources": [ "https://www.adamtriplett.com/" ] }, { "domain": "barryteamcentralcoast.com", "name": "Barry Team", "market": "San Luis Obispo, CA", "canonical_url": "https://www.barryteamcentralcoast.com/", "group_id": "barryteamcentralcoast.com", "name_mentions": 3, "completed": 24, "domain_citations": 0, "model_results": { "openai": { "name_mentions": 0, "completed": 12, "domain_citations": 0 }, "claude": { "name_mentions": 3, "completed": 12, "domain_citations": 0 } }, "prompts": [ "Who are the best luxury real estate agents in San Luis Obispo, CA? List specific names.", "I'm buying a high-end home in San Luis Obispo, CA. Which realtor or team should I contact, and why?", "Best real estate agent in San Luis Obispo, CA for selling a luxury property? Give names.", "Who is the top-producing real estate agent in San Luis Obispo, CA right now?", "I'm relocating to San Luis Obispo, CA and need a great buyer's agent. Who do you recommend?", "Which San Luis Obispo, CA realtor has the best reputation for high-end homes?", "Who should I hire to sell my multi-million dollar home in San Luis Obispo, CA?", "Best real estate team in San Luis Obispo, CA for luxury buyers? Name a few.", "Most trusted real estate agent in San Luis Obispo, CA for investment properties?", "Who are the go-to luxury listing agents in San Luis Obispo, CA?", "Recommend a real estate agent in San Luis Obispo, CA known for strong negotiation.", "Who are the best real estate agents near San Luis Obispo, CA for a $2M+ home?" ], "queries": [ { "question": "Who are the best luxury real estate agents in San Luis Obispo, CA? 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