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

How to Reverse-Engineer Perplexity Citations in Your Niche

Here's the uncomfortable truth: the majority of content never even makes it into Perplexity's consideration set. It's not about keyword stuffing or domain authority in the traditional sense. There's a filtering layer happening before the model ever decides what to…

James Parsons · · 9 min read