REVENUE AND FUNNEL AUDIT METHOD

Most audits hand somebody a number and a list. The number means nothing without a comparison, and the list has no path attached, so the document gets skimmed once and filed.

The other failure is worse and more common. An audit that exists to sell the next thing has an incentive to find problems, and a reader who has been sold to before can feel that incentive in the writing.

So the design question was not how to find more findings. It was how to build a document a skeptical owner could check line by line and catch nothing invented.

Every claim in the audit carried one of three tags, and the tag was not optional.

OBSERVED meant it was seen directly on the site, reproducible and timestamped, with a screenshot or a public URL attached. The reader could go check it in a browser.

INFERRED meant a fingerprint of the thing was visible in the site's code, the shape of it instead of the thing itself, and the audit said so in those words.

UNKNOWN meant it could not be seen from outside at all, so it became a question rather than a claim. That third tag is the one most audits quietly skip, and naming it is what made the OBSERVED findings worth trusting. On one real pass over an organic-goods storefront, the cart-drawer and review-surfacing gaps were tagged OBSERVED with screenshots, while every claim about the brand's email flows and ad routing moved to UNKNOWN, because those sat inside accounts nobody had handed over.

Depth should never depend on who ran the audit or how much time was left in the day, so the pass covered the same nine phases on every site in the same order.

A list of problems with no path forward is not useful either, so every finding came with its fix attached, in five parts and always the same order.

Three things from this build carried forward into everything else on this site.

First, a confidence tag on every line is cheap to add and changes how a document reads. A reader who can see where the author stopped knowing will trust the parts where the author did know.

Second, the same nine phases every time removes the variable that ruins most audits, which is how much attention was left by the last phase. AI is the engine that makes a fixed nine-phase pass over a whole site affordable instead of a special occasion.

Third, an artifact somebody can check beats a claim somebody has to believe. That is the frame underneath every service line I run now, and the reason the audits I publish sit at their own addresses where anybody can open them.