AEO/GEO Research

Answer Engine Optimization

Original research on visibility optimization for AI commerce and agentic search. How to prepare product data for machine decisions and AI agent eligibility.

8

LLM Platforms Tracked

+47%

Citation Rate Improvement

120+

Research Papers Referenced

Framework15 min read

Beyond SEO: Preparing Product Data for the Agentic Era

We're moving from human clicks to machine decisions. Product data isn't content anymore - it's decision-grade product intelligence for AI agents.

Playbook20 min read

GEO & Agentic AEO: A Complete Framework

Get accurately represented/cited in AI answers (GEO) and become eligible for agent actions (Agentic AEO). Practical implementation guide.

Research12 min read

CDQ Scoring & Factual Fidelity Gates

Catalog Data Quality scoring to improve clarity without invented claims. How to pass the Factual Fidelity Gate for AI agent eligibility.

Analysis10 min read

What Breaks AI Agent Trust: Variant, Compatibility, Policy

If data is ambiguous - compatibility, what's included, policies - agents reduce risk the same way humans do: they skip you.