PractitionerLily Ray, 2026
Publishing large-scale AI-generated or templated pages with little human review is a recurring pattern among sites penalized by Google in 2026
Content production
- Reader Note:
- Drawn from the author's own recovery work with sites that were hit, with neither the number of sites nor their identities given. Looking only at penalised sites cannot establish what causes a penalty: sites doing the same things and not penalised are nowhere in view, so this is a description of the clients she saw rather than a test of what Google acts on.
- Evidence:
- Expert judgment
- Vendor interest:
- Moderate — This comes from a company with a commercial interest in this market, so it is not a neutral source.
- Sample:
- Not disclosed
Good for
Getting a rough orientation, and deciding what to check yourself.
Not for
- Anything that needs a measurement. Nobody counted or tested this.
- This comes from a company with a commercial interest in this market, so it is not a neutral source.
- The source never says how big its sample was or what went into it.
- The source talks about this as cause and effect — that is its reading, not a finding.
- This result turned up while the researchers were searching the data. It has not been tested a second time.
- The source never says how this number was measured.




