Growth consultant Jason Shafton of Winston Francois outlines five measures — brand presence on buyer prompts, answer accuracy, AI referral conversions, branded search volume, and self-reported attribution — to help B2B companies determine whether their AI search activity is generating qualified pipeline, not just impressions.
A September 2026 expert opinion piece in Nation's Restaurant News argues that foodservice equipment manufacturers and ingredient brands must rethink their go-to-market strategies as B2B buyers now complete approximately 70% of their purchasing journey independently and 84% have already chosen a preferred vendor before conversations begin — a shift that makes pre-sales influence the decisive battleground for suppliers.
A new analysis by Olivier de Segonzac maps the layered data pipeline behind ChatGPT's real-time web answers, revealing OpenAI's proprietary Labrador bots, Bing's image index, and SerpApi — the latter currently the target of a Google lawsuit over unauthorized scraping. A federal judge in September 2026 rejected SerpApi's bid to compel Google to disclose licensing agreements.