For a health brand in a YMYL category, what AI systems say about you is no longer a secondary concern. Third-party review sites, misinformation, and low-quality content had been filling the space that prevagen.com should have owned. Schema work, content restructuring, and a deliberate two-site entity strategy changed that.
The governance structure. Quincy Bioscience's site was repositioned as a technical authority layer — a more clinical, reference-grade property that functions as a structural support beam for prevagen.com. AI systems reading both properties see a coherent entity: a parent organization providing technical credibility and a consumer property providing product and purchase information. That relationship tells AI systems there's organizational depth behind the brand in a way a standalone consumer site cannot.
Schema and structural implementation. Product schema, ingredient schema, FAQ schema, and BreadcrumbList markup were implemented across key pages. The ingredient pages were a specific focus. Apoaequorin — Prevagen's key ingredient — had been a gap in the brand's AI presence. Restructuring the ingredient content and implementing appropriate schema meant that when users ask AI systems about the ingredient, prevagen.com now appears as the cited source rather than third-party commentary.
Content restructuring for entity clarity. The FAQ restructuring that served the human user — putting ingredient information front and center — created the kind of structured, attributable content that AI systems extract and cite. The accessibility work and the AI visibility work were drawing from the same structural substrate.
ChatGPT
Cited as the place to buy online. Product and purchase option links surface in conversation when visitors ask about Prevagen.
Google AI Overviews
Shows as a cited answer. Products, site, and promotions appear in Google Merchant results for cognitive health queries.
Secondary Search
Owns the secondary terms. 'Prevagen reviews,' 'prevagen ingredients,' 'is prevagen safe' — prevagen.com is now the authoritative source.
The work is ongoing. Entity representation in AI knowledge graphs isn't a one-time implementation — it's a maintenance discipline. The structural foundation is in place and the early citation results are measurable, but the broader goal — establishing prevagen.com as the default authoritative source across AI systems for questions about the brand, its ingredients, and its category — is still being built. That's the current work.