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Notes from the build

Field reports, evals, and opinionated takes from the team.

  • August 17, 2026

    Rebuilt a corporate site for LLM retrieval: cited in 6% of AI answers, then 74%

    A European medical-device manufacturer was being described to clinicians from a competitor's page and a withdrawn product generation. Own-domain citation 6% → 74%, wrong-specification answers 11 of 40…

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