Adobe's Answer to Losing the Top of Its Own Funnel to ChatGPT: Organizational Redesign, Not a New Tool

Generative AI answer engines — ChatGPT, Gemini — have overtaken vendor websites and human product experts as B2B buyers’ top information source across the discover, evaluate, and commit stages. Forrester analysts Joe Cicman, Chuck Gahun, and Phyllis Davidson examine Adobe as a “customer zero” case study for how a large B2B organization is actually responding to that shift, and the answer isn’t a product launch. Adobe’s response was organizational: explicit ownership assigned for AI-mediated brand visibility, continuous review processes to monitor how AI systems represent the company, expanded measurement to track AI-driven referrals and answers, human oversight embedded directly into AI-facing workflows, and cross-team learning loops so lessons propagate across the organization. The analysts’ framing: “When AI becomes an intermediary between your organization and your customers, competitive advantage increasingly depends on how quickly your organization can sense change, interpret signals, and adapt.” Adobe’s own LLM Optimizer product came out of this internal work, but the emphasis throughout is governance and structure, not the tool.

That matches a separate Forrester finding on the marketing side of the same shift: 70% of marketers now prioritize AI visibility for their CMO or CEO, and generic enterprise AI — Copilot, ChatGPT Enterprise, Claude Enterprise, Gemini — has already solved the content-volume problem. The new bottleneck, per that piece, is organization-specific context and governance: “AI performs only as well as the context it’s given.” That’s precisely the gap Adobe’s ownership-and-measurement structure is built to close.

For sales and marketing leaders, the practical read is blunt: if AI answer engines already outrank your own site as a buyer’s first stop, the fix in both pieces is the same move — assign a name to who owns what the AI says about you, and measure it like a channel, not an accident.