The AEO Lab

Live Research On How AI Search Reads Brands.

The AEO Lab houses Mjolniir’s prompt tests, citation studies, visibility teardowns, and field notes from the AI search frontier.

This is where we track what AI systems surface, which sources shape answers, and why brands get skipped, misread, or weakly supported.

AEO Lab

Prompt tests, citation studies, teardowns, and field notes.

Lab Entries

Research, Tests, And Field Notes.

Want To Know Where Your Brand Stands In AI Search?

The Manual explains how AI systems read brands. The AI Visibility Audit shows how they read yours.