“Attribution Without Chaos”

Perplexity, ChatGPT, and Gemini

GEO generative engine optimization — content signal rising into AI search visibility

Perplexity, ChatGPT, and Gemini: How Each AI Search Engine Picks Its Sources If you treat AI search engines as interchangeable, you will lose. They are not. Perplexity, ChatGPT, and Google’s Gemini-powered search each select sources differently, weight authority differently, and reward different content patterns. A page that gets cited constantly in Perplexity may never appear […]

Competitive Intelligence for Marketers

Competitive intelligence signal detection — sonar pulse market monitoring

AI-powered competitive intelligence gives B2B marketers continuous market signal instead of quarterly snapshots — here is what that enables and how to