A SeekLab.io client moved from limited AI visibility to 451 AI citations across 310 cited pages in roughly 9-11 months — citations up 82.6%, cited pages up 71.3%. But brand mentions grew only 10.4%, landing at 53, a Citation-to-Mention Ratio of about 8.5:1.

The case study breaks down why that gap is expected, not a failure: citations are won on-site through accessible, answer-first content, while brand-entity recognition is won more slowly off-site through third-party corroboration. It also covers the real timeline (citation activity stayed flat for months before compounding), the platform breakdown (Gemini, ChatGPT, Google AI Mode, and AI Overviews), and an unexpected regional finding in Brazil.

Full case study: seeklab.io/blog/geo-case-study-from-limited-ai-visibility-to-451-ai-citations

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