WEBVTT

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The main risk in AI content at scale is not one bad paragraph.

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It is repeating the same error across hundreds of pages.

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Put quality gates before generation, before publication, and after release.

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Check keyword ownership and search intent first.

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Then validate that the SEO title, meta description, and H1 each do their own job without drifting into different topics.

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Test links, evidence, duplication, and page type.

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Publish a small batch, monitor it, and keep a rollback path.

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Scale the checks before scaling the output.