How the four major AI engines — ChatGPT, Google AI Overview, Perplexity, and Claude — name companies when buyers ask who to consider, category by category.
SIGNALS is the AI-visibility (AEO) framework, the intelligence platform that measures it, and the practice that does the work — for industrial and professional firms.
Each report measures share of voice across the four engines over multiple runs, and traces where citations actually come from. No fabricated names, no asserted rankings — just what the engines said.
A deeper cut into the three winnable lanes — CIP, SIP, and buffer prep — across 27 buyer queries and four engines. Winnability is decided by how the buyer phrases the question, not by the lane.
Who the four major AI engines name when buyers ask which skid fabricators to consider. Eight categories, four engines. No fabricator wins all four. Start here, then go deeper.
A free, PULSE-powered visibility assessment maps exactly where you’re cited and where you’re invisible — against the competitors winning your category, category by category.
Request a free visibility assessment →