How ChatGPT, Claude, Perplexity, and Google AI describe and recommend brands — how to measure it, why it goes wrong, and what actually changes it. Each cluster below opens with its pillar article.
Measured engagements and recurring source observations, with their methods stated.
An anonymized AI visibility case study for a local window film company: 4.62% AI visibility, 12 mentions across 260 AI answers, Google AI Overview at 0%, and the roadmap to improve local AI search visibility.
15 min read
Reddit may influence AI visibility today and fade tomorrow. Learn why sources can change by model, product, market, and month—and how to re-measure them.
13 min read