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.
What to ask a vendor, which artifacts to demand, and the red flags that should end a pitch.
Good AI visibility work starts with measurement and source diagnosis. Bad work sells guaranteed ChatGPT rankings, fake mentions, and mass AI content. The questions, red flags, and deliverables that separate the two.
13 min read
An unranked buyer guide to AI visibility tracking tools, with public prices, prompt limits, stated coverage, and plan caveats.
4 min read