Latest
Framework
Getting Cited Once Was Never the Finish Line
Only 20% of brands stay visible across five consecutive AI answer runs. A citation is a single observation, not a credential.
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Research
Robots.txt Was Never One Rule, and AI Assistants Are Proving It
Three independent investigations. One shared conclusion: no AI assistant treats robots.txt as a settled, uniform boundary.
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Case Study
What ZDNet’s Score Was Already Telling You
A three-decade-old publication, read through the trust layer rather than the brand.
Intelligence
What Coldcard’s Score Was Telling You
The signals the engine surfaced, and what they looked like beforehand.
Method
How To Read Your WarmBadge Score
What the number means, what moves it, and what it can’t tell you.
Frameworks
Framework
The Trust Stack: Four Things To Fix Before AEO
What has to hold up before content matters at all.
Infrastructure
Email Authentication in 30 Minutes
SPF, DKIM, DMARC. One of the cheapest trust signals to fix, and one of the most commonly left broken.
Practice
The AEO Audit Checklist
The checks to run on your own domain before you buy a single AEO tool.
Foundation
Foundation
Before You AEO…
Check the foundation before you spend a dollar on citation tracking.
Field Notes
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.