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What P&G's Awareness Collapse Reveals About the AI Decision Layer The Financial Times reported on the erosion of legacy brand power inside America's largest consumer goods companies. The article is framed around declining brand loyalty. Read closely, it is describing something more specific. It

A brand can appear in an AI system's answer and still lose the sale. We named this the AIVO Paradox in WP-2026-12: brands with strong AI visibility routinely achieve zero or near-zero recommendation rates by the final turn of a purchase conversation. The finding held

IAB last week published a framework for measuring AI visibility. It establishes common definitions for mentions and citations, bringing consistency to how visibility is measured: is my brand showing up. That is an important question. It is simply not the one AIVO Standard set out to solve. AIVO Standard launched

A shopper asks ChatGPT for a sunscreen recommendation and names NIVEA directly. The model responds with product specifics, price positioning across seven retailers, and a clear final answer: NIVEA SUN UV Specialist Silky UV Stick SPF 50+, available at Walgreens, CVS, Boots, Walmart, Target, and Amazon. A second shopper asks

A growing number of reputation measurement tools now claim to tell you what AI thinks of your company. That is progress. Until recently, most communications teams had no visibility at all into how generative AI models describe their institution to the people asking about it. But the way this new

A rigorous citation study just raised the bar for the whole field. It still never asks whether a citation becomes a recommendation. Petra Labs published two research papers this year on how AI assistants cite sources. Read them and it is hard not to respect the work. They resample whole

Ask an AI assistant for a premium car rental in a major US city and there is a good chance it will suggest Silvercar by Audi. The service does not exist. Audi shut it down in September 2024. The model recommends it anyway, often ahead of several live, bookable competitors