Category: Strategy
GEO strategy and decision frameworks
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Tested, or Prior? The Four-Word Question That Does Most of the Work
Read more →: Tested, or Prior? The Four-Word Question That Does Most of the WorkMost confident claims about AI search are inherited priors nobody has tested. The tested-or-prior question surfaces confounded variables, untested proxies, and case studies read backwards.
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Marker, Not Lever: Why Schema Gets You 9x Traffic Does Not Mean What You Think
Read more →: Marker, Not Lever: Why Schema Gets You 9x Traffic Does Not Mean What You ThinkValid structured data is a marker of a competent operator, not a lever that produces traffic. The 9x figure is uncontrolled, and the same report shows AI accounts for under…
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The Uncontested Entity Slot: Where It Is Just SEO Is Actually True
Read more →: The Uncontested Entity Slot: Where It Is Just SEO Is Actually TrueAn uncontested entity slot is a query with no incumbent. The tactic that wins it is not strong; the competition is absent. Query class determines whether AI citation is just…
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The Control-Credibility Inversion: Why Your Off-Page Audit Fixes the Wrong Tier First
Read more →: The Control-Credibility Inversion: Why Your Off-Page Audit Fixes the Wrong Tier FirstThe pages you can edit are the pages engines trust least. Control and credibility run in opposite directions. A pre-registered test of structured entity data returned null on category queries.
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10 GEO Voices Worth Following in 2026
Read more →: 10 GEO Voices Worth Following in 2026Ten practitioners whose GEO coverage passes a two-year look-back. Grouped by territory, mapped by format, with a compact rotation for staying current without drowning.
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The GEO Lab Ebook Library: 9 Guides Mapped to Where You Are
Read more →: The GEO Lab Ebook Library: 9 Guides Mapped to Where You AreNine free GEO ebooks mapped to the situation each one solves. Start with the Pocket Guide, branch to the guide that matches your current problem, skip the rest until you…
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10 Probe Queries We Use to Test AI Citation Behaviour
Read more →: 10 Probe Queries We Use to Test AI Citation BehaviourTen distinct query types, each targeting a different layer of the retrieval pipeline — the working query taxonomy behind every GEO Lab experiment.
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10 Variables That Change Between AI Citation Measurements
Read more →: 10 Variables That Change Between AI Citation MeasurementsTen concrete things that shift between two citation rate measurements even when your content hasn’t — the sources of the noise floor every GEO experiment has to account for.
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10 Content Formats Mapped to Query Intents
Read more →: 10 Content Formats Mapped to Query IntentsTen structural templates, one query intent each — the practitioner’s format-to-intent pattern language that sits under every well-cited page.
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10 Extractability Signals That Predict AI Citation
Read more →: 10 Extractability Signals That Predict AI CitationTen structural patterns that make content easier for AI systems to quote cleanly — the practitioner reference for Layer 2 of the GEO Stack.