AEOGeoAI is a Miami-based AI Search visibility research and consulting practice. We measure whether independent businesses appear in ChatGPT, Claude, and Gemini's local recommendation answers — and publish original studies on the results. Our Miami AI Search Visibility Study tested 515 Miami-Dade businesses across health, legal, and real estate: 99.6% received no genuine AI citation. We help local businesses close that gap through AI-Ready publishing and third-party entity confirmation. Reports, methodology, and a free AI visibility checker: aeogeoai.net https://speakerdeck.com/aeogeoai 2026-07-10 00:31:26 -0400 Study of factors influencing AI citation presence (Canonical https://aeogeoai.net/ai-search-citation-factors-2026 ) for 216 New Jersey health practices across ChatGPT, Claude, and Gemini, revealing a significant visibility gap and strategies for improving AI-driven local health business discovery. What Determines Whether a Business Appears in ChatGPT, Google AI Overviews and Gemini? AEOGeoAI Research Team June 2026 · Dataset: 216 NJ Health Practices DOI: 10.5281/zenodo.20918793 https://aeogeoai.net/ai-search-citation-factors-2026 ABSTRACT This paper examines the factors that determine whether an independent local health practice appears in AI-generated recommendation responses across ChatGPT, Claude and Gemini. Drawing on a dataset of 216 New Jersey health practices tested using standardized local search prompts, we identify the entity visibility gap as the primary barrier to AI citation for local businesses. We synthesize findings from existing literature on AI citation factors - including brand mention volume, content freshness, structured format, and schema markup - and apply them to the local health vertical. Our dataset reveals that 98% of practices scored zero across all three AI models, with no practice achieving cross-model visibility. We conclude that a single well-indexed third-party publication placement may be sufficient to generate initial AI citation presence, and that local health practices represent the most underserved segment of the AI visibility market. Study of factors influencing AI citation presence (Canonical https://aeogeoai.net/ai-search-citation-factors-2026 ) for 216 New Jersey health practices across ChatGPT, Claude, and Gemini, revealing a significant visibility gap and strategies for improving AI-driven local health business discovery. What Determines Whether a Business Appears in ChatGPT, Google AI Overviews and Gemini? AEOGeoAI Research Team June 2026 · Dataset: 216 NJ Health Practices DOI: 10.5281/zenodo.20918793 https://aeogeoai.net/ai-search-citation-factors-2026 ABSTRACT This paper examines the factors that determine whether an independent local health practice appears in AI-generated recommendation responses across ChatGPT, Claude and Gemini. Drawing on a dataset of 216 New Jersey health practices tested using standardized local search prompts, we identify the entity visibility gap as the primary barrier to AI citation for local businesses. We synthesize findings from existing literature on AI citation factors - including brand mention volume, content freshness, structured format, and schema markup - and apply them to the local health vertical. Our dataset reveals that 98% of practices scored zero across all three AI models, with no practice achieving cross-model visibility. We conclude that a single well-indexed third-party publication placement may be sufficient to generate initial AI citation presence, and that local health practices represent the most underserved segment of the AI visibility market. Fri, 10 Jul 2026 00:00:00 -0400 https://speakerdeck.com/aeogeoai/ai-search-citation-factors-impacting-local-health-practices-visibility-in-2026 https://speakerdeck.com/aeogeoai/ai-search-citation-factors-impacting-local-health-practices-visibility-in-2026 Analysis of AI citation visibility's impact on Miami health practices (canonical: https://aeogeoai.net/miami-ai-visibility-study), highlighting the shift in patient discovery through Google AI Overviews, AI Mode, and ChatGPT, and proposing strategies for improving AI-driven local search presence. How Google AI Overviews, Google AI Mode, and ChatGPT Are Reshaping Patient Discovery in Miami-Dade AEOGeoAI Research Team June 2026 · Miami-Dade County, FL DOI: 10.5281/zenodo.20918793 https://aeogeoai.net/research Analysis of AI citation visibility's impact on Miami health practices (canonical: https://aeogeoai.net/miami-ai-visibility-study), highlighting the shift in patient discovery through Google AI Overviews, AI Mode, and ChatGPT, and proposing strategies for improving AI-driven local search presence. How Google AI Overviews, Google AI Mode, and ChatGPT Are Reshaping Patient Discovery in Miami-Dade AEOGeoAI Research Team June 2026 · Miami-Dade County, FL DOI: 10.5281/zenodo.20918793 https://aeogeoai.net/research Fri, 10 Jul 2026 00:00:00 -0400 https://speakerdeck.com/aeogeoai/how-google-ai-and-chatgpt-transform-patient-discovery-in-miami-health-practices https://speakerdeck.com/aeogeoai/how-google-ai-and-chatgpt-transform-patient-discovery-in-miami-health-practices Original research from AEOGeoAI (Miami Beach) testing whether 515 independent Miami-Dade businesses — health, legal, and real estate — get cited when generative AI systems answer local recommendation queries. Key finding: 99.6% received no genuine AI citation. Institutions (Cleveland Clinic Florida, Greenberg Traurig, Related Group) dominate responses instead of comparable independents. Full methodology, sector breakdowns, and cross-state comparison (NJ, PA): https://aeogeoai.net/miami-ai-visibility-study DOI: 10.5281/zenodo.21271085 AEOGeoAI | Miami AI Search Specialists 407 Lincoln Rd, Suite 6H, Miami Beach, FL 33139 Tel: (305)-709-0437 | members@aeogeoai.net Original research from AEOGeoAI (Miami Beach) testing whether 515 independent Miami-Dade businesses — health, legal, and real estate — get cited when generative AI systems answer local recommendation queries. Key finding: 99.6% received no genuine AI citation. Institutions (Cleveland Clinic Florida, Greenberg Traurig, Related Group) dominate responses instead of comparable independents. Full methodology, sector breakdowns, and cross-state comparison (NJ, PA): https://aeogeoai.net/miami-ai-visibility-study DOI: 10.5281/zenodo.21271085 AEOGeoAI | Miami AI Search Specialists 407 Lincoln Rd, Suite 6H, Miami Beach, FL 33139 Tel: (305)-709-0437 | members@aeogeoai.net Fri, 10 Jul 2026 00:00:00 -0400 https://speakerdeck.com/aeogeoai/miami-ai-search-visibility-study-2026-515-businesses-tested-on-chatgpt-claude-and-gemini https://speakerdeck.com/aeogeoai/miami-ai-search-visibility-study-2026-515-businesses-tested-on-chatgpt-claude-and-gemini