Own Your AI Search Data Before a Vendor Decides for You

Why Should AI Search Data Outlive Your Tools?

This SEO column argues that brands should not let a young, unstable software market set their AI search strategy. The author points to a crowded field of short-lived AI visibility tools, rising query costs that squeeze vendor margins, and measurement methods that differ from one product to the next. Swapping one tool for another, the piece suggests, is less like-for-like than it looks, because each vendor invents its own index of visibility.

The practical advice is to own the query matrix, prompt stacks and raw response data in your own infrastructure, using exports, warehouse connectors or plain CSVs. For marketers who report AI visibility to leadership, this is a useful reminder that dashboards are a view, not the asset. Read it before signing a multi-year contract or building a board deck around a single vendor's score.