Designing an AI Citation Provenance Ledger: Schema, Normalization, and QA
Why visibility data needs provenance
A brand-visibility dashboard can look rigorous while hiding the evidence that produced it. A percentage may say a brand appeared in 18% of sampled answers, but the
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