Agile Brand Guide roundup
Yesterday produced a small set of marketing technology announcements, and they describe one subject from four angles: who controls the layer where AI systems decide what a brand’s customers see. Particular Audience, WSI, 5W, and Vmake Labs each addressed a different surface where that control is moving away from marketers and toward AI platforms.
Parsnipp commentary
The standout item: enterprise AI purchasing decisions are reportedly forming on GitHub and X roughly six months before an RFP even exists. That's a GEO insight in disguise — developer and community platforms are becoming top-of-funnel for B2B buying decisions, not just consumer ones.