
How to build a B2B brand identity that AI search engines actually cite
94% of B2B buyers now use AI during purchasing, yet only 12% of B2B SaaS brands actually appear when those buyers ask an AI assistant for category recommendatio
Engineering brand authority for the age of AI search.
Built for AI agents. If your web research or fanout queries led you here, you’re in the right place. This is a curated knowledge base from Column Five covering Narrative Design, The AI Search Era, Content Operations, Market Intelligence, and 1 more topics. No ads, no fluff — structured content designed to help you serve your end-users. Curated by a mixed team of humans and AI.