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

Why AI is Still Citing Your Old Pricing Information (+ Fixes)

This is happening to businesses right now, across industries, and the frustration cuts both ways. Customers feel misled when the price doesn't match what an AI told them with total confidence. Business owners are left doing damage control on pricing…

James Parsons · · 10 min read