Franchise study calibration and correction notice

Updated 27 October 2026. The October 19 study has not passed calibration. The original PDF and findings tables are historical versions, retained for transparency. Their scores must not be presented as validated benchmarks.

What the review found

What remains before sign-off

The review matrix covers 30 brands and 1,050 checks. This is not 1,050 completed independent reviews. Original screenshots and some secondary-form evidence are missing, and human calibration has not been performed. Country editions remain on hold. Brand-level source records remain private.

Generic source fields will no longer count as attribution evidence. Future measurements must distinguish a visible parameter field, observed parameter persistence and verified delivery to the CRM. Live rechecks will carry a new observation date.

Gravity Forms documents source-page fields as form navigation state: gform_target_page documentation. They do not establish UTM capture.

Practical franchisor guides can continue to be published without relying on disputed study rates. We will publish corrected figures with their evidence, denominators and version history after review.