Notes from the
answer-engine era.

AEO strategy, case studies, and field reports from the AI-hybrid workflow. Written by humans, optimized for machines.

How-to

Can You Remove Outdated Business Information from AI?

The problem cuts right to something deeply uncomfortable about how AI tools work. These systems were trained on massive amounts of data pulled from across the web, and that data had a cutoff point. Whatever was true about your business…

James Parsons · · 9 min read