Research
The Web Has More Sources Than It Has Witnesses
Publisher multiplicity is not evidentiary multiplicity. AATL investigated how apparent multi-source corroboration survives when provenance is resolved.
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.
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.
Framework
Email Authentication in 30 Minutes
SPF, DKIM, and DMARC configured from scratch. The most actionable trust infrastructure improvement available to any domain.
Framework
The AEO Audit Checklist
Sixteen signals across four categories. Run this before investing in any AEO tool.
Framework
How To Read Your WarmBadge Score
What the score ranges mean, what the flags tell you, and what to do next depending on where your domain stands.
Research
What ZDNet's Score Was Already Telling You
A thirty-year-old technology publication scores 71.17. Here is what that number means for your AEO strategy.
Intelligence
What Coldcard's Score Was Telling You
coinkite.com scored 60.3 during the Coldcard exploit documentation. The infrastructure signals were measurable and real.
Foundation
What AEO Practitioners Are Already Figuring Out
The practitioners who are winning in answer engines are not optimizing prompts. They are fixing infrastructure.
Framework
The Trust Stack: Four Things To Fix Before AEO
Identity. Network Graph. Reputation. Infrastructure. Four things AI systems check before your content enters the picture.
Foundation
Before You AEO...
Every AEO tool assumes your domain is already trusted by AI systems. Most aren't. Check the foundation before you spend a dollar.
Foundation
Trust Is The First Layer Of AEO
Before citations. Before prompts. Before the stack. AI systems evaluate domain trust before they cite anything.