Category: geo
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AI Citation Detectors: Why a Known Hit Is Your First Test
Read more →: AI Citation Detectors: Why a Known Hit Is Your First TestAI citation detectors need a known positive case that passes through the same capture and processing path as the results they report. A practical check for capture, URL handling, source…
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What a Zero-Citation Experiment Can and Cannot Tell Us
Read more →: What a Zero-Citation Experiment Can and Cannot Tell UsA zero-citation experiment can establish that no target citation was observed. It cannot establish that a technique has no effect or identify the mechanism behind the absence. How to read…
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Website Structure and AI Recognition: What the Evidence Leaves Open
Read more →: Website Structure and AI Recognition: What the Evidence Leaves OpenWebsite structure and AI recognition need separate evidence. Three research papers show why readiness scores, model knowledge and citation changes each require their own measurement.