Methodology

Why the same brand scores differently in every AI visibility tool, split into four layers (engine variance, collection design, metric definition, aggregation), with a side-by-side table of the published formulas from Profound, Peec AI, and Ahrefs, sample-size confidence interval thresholds, and a six-step verification procedure.

How B2B buyers use ChatGPT and Perplexity to shortlist software: and a step-by-step GEO pipeline for getting your solution named consistently in AI-generated category answers. Covers measurement, diagnosis, execution, citation mechanics by engine, and measurement tool comparison.

A framework that splits GEO into a technical diagnostic axis (Technical GEO) and a content creation axis (Content GEO). It lays out what each axis checks and executes, and how the two connect, with a side-by-side comparison table.