Latest
Framework
Declared vs. Observed: Why AEO Credit Is a Record Problem, Not a Copy Problem
AEO practice treats the page as the unit of proof. That assumption confuses volume of assertion with existence of a record.
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Foundation
The Description Became the Thing
AI systems were trained on text. When they form a representation of an organization, they are retrieving the best available description of it — not the organization itself.
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Research
When Finding the Right Answer Isn’t Enough
AI systems selected a secondary claim over an authoritative primary record in 14.3% of clean observations.
Case Study
What ZDNet’s Score Was Already Telling You
A three-decade-old publication, read through the trust layer.
Intelligence
What Coldcard’s Score Was Telling You
The signals the engine surfaced, and what they looked like beforehand.
Frameworks
Framework
Getting Cited Once Was Never the Finish Line
Only 20% of brands stay visible across five consecutive AI answer runs.
Framework
The Trust Stack: Four Things To Fix Before AEO
What has to hold up before content matters at all.
Framework
The AEO Audit Checklist
The checks to run before you buy a single AEO tool.
Foundation
Foundation
Before You AEO…
Check the foundation before you spend a dollar on citation tracking.
Foundation
What AEO Practitioners Are Already Figuring Out
The pattern people arrive at on their own, once the tools stop explaining results.
Foundation
Trust Is The First Layer Of AEO
Why trust comes before every AEO investment. The argument from first principles.
Core Pillars
Owned Trust
What your domain’s own signals say — identity, infrastructure, email authentication.
Earned Signals
What the network says — link graph, neighboring domains, cluster authority.
Consensus Layer
How independent intelligence sources corroborate or contest a domain’s reputation.
Measurement
How trust is scored, tracked, versioned, and cited by AI systems and researchers.