Revised 9 September 2026 This study was independently reviewed after publication. Two citation figures were wrong, one finding has been withdrawn, and several claims have been narrowed to match the evidence. The full list of changes is in the Corrections section at the end, and all 86,645 …
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ChatGPT’s Local Results Aren’t Coming From Foursquare (And Probably Never Really Were)
ChatGPT’s local results are not coming from Foursquare And they may never have been—not in the broad way the industry claim suggests For more than a year, local SEO articles and posts have repeated the same number: 60–70% of ChatGPT’s local results come from Foursquare city-guide listings. I traced …
AI Search Local Search Citation Ledger – Methodology & Study Design – How Consistent ChatGPT and Gemini Are
Citation Ledger methodology How the citation data is collected, classified, compared, and audited. This page documents the decisions behind the numbers and the places where the data remains incomplete. DashboardGrounding DriftRaw DataGemini vs. ChatGPTMethodologyWhat Changed Current wave: 1,500 …
Gemini vs. ChatGPT Local Search Citations Compared – What Sources are Used and How Consistent Are They
DashboardGrounding DriftRaw DataGemini vs. ChatGPTMethodologyWhat Changed THE CITATION LEDGER · UPDATED SEPTEMBER 9, 2026 Gemini and ChatGPT barely cite the same sources Ask both engines the same local-business question and the answers may sound similar. The source lists are not. We matched 1,500 …
AI Citation Ledger Raw Data: Filter & Download 14,000+ AI Search Citations – Local SEO
SteadyDemand Dashboard Grounding Drift Raw Data Gemini vs. ChatGPT Methodology What Changed Every citation, row by row This is the Gemini recurring-wave dataset behind the Citation Ledger. Each row is one domain-level citation reference returned for one local-business query. Filter it here or …
AI Search Citation Dashboard: 10,000+ Local Citations Interactive Dashboard
SteadyDemand ← Analysis Grounding Drift Raw Data Gemini vs. ChatGPT Methodology What Changed The Citation Ledger Ask Gemini “best plumber near me” and it doesn't just answer — it grounds that answer in real web …
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