A Shifting Landscape

Programmatic SEO — the practice of generating large numbers of pages targeting long-tail queries from structured data — is being fundamentally reshaped by AI search features. As engines increasingly answer queries directly in the search interface, the traffic dynamics that made programmatic SEO viable are shifting beneath the surface.

What Stopped Working

Pages that simply templatize publicly available data are losing their foothold. If a search engine can synthesize the answer from existing sources without sending the user to a page, there is no click to capture. The programmatic pages that still perform are those offering something AI overviews cannot replicate on their own.

The New Playbook

The updated playbook focuses on three pillars. Proprietary data that does not exist elsewhere on the web. Dynamic functionality like calculators, configurators, and comparison tools that require the user to interact with your page. And community-generated content that adds layers of context no AI summary can fully capture.

Volume Still Works — With a Caveat

The volume play still works, but only when each page offers something that justifies its existence beyond answering a simple query. Teams that adapt their programmatic strategies around these principles will continue to capture organic traffic. Those that do not will watch their impressions flatline as AI overviews absorb their keywords.