Confirmation Gap Audit
Papa Parse 5.4.1 · D3 7.9.0 ready

Did the model find you, or did you tell it?

Compare prompted mentions with unprompted, citation-verified evidence. Local experiment audit only; no live LLM, search, or GEO lookup.

Validate five required columns to begin.
Rows-
Prompted mentions-
Verified evidence-
Confirmation gap-

The audit counts evidence only in unprompted rows with a mentioned brand and a cited, independently verified source.

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