Scaled content abuse

Google's spam policies define scaled content abuse as generating many pages primarily to manipulate search rankings and not to help users. Examples Google gives include using generative AI tools to produce many pages without adding value, scraping and republishing content with minimal changes, and stitching together content from different pages without adding value.

The policy is about purpose and value, not the tool. Google doesn't prohibit AI-assisted writing; it prohibits mass-producing unhelpful pages, however they are made. Sites that break spam policies can lose rankings or receive a manual action.

The safe approach to scale is to make each page genuinely useful: unique data, real expertise, clear answers and a reason to exist beyond targeting a keyword. Programmatic pages built on a real dataset can be fine. Thousands of near-identical pages with a city or keyword swapped in are the pattern the policy targets.