Analytics · 6 min
Report SEO in four separate layers (eligibility, appearance, arrival and outcome) against a stated hypothesis. Aggregated traffic conceals which layer is failing, which is why most reports cannot explain a decline.
How it works
A content programme producing unindexed pages looks like a content problem in a traffic chart and is a technical one. Reporting this first stops that misdiagnosis.
This is where you are competing, independently of clicks, and it is the layer that shows AI-driven click loss, because impressions hold while clicks fall.
Aggregate sessions are nearly useless here; a rise driven by informational pages and a rise driven by commercial pages mean opposite things about the quarter.
Noisy and lagging, so it is read as a trend rather than a monthly verdict, and always alongside the layers above, because a fall here usually originates in one of them.
When it did not, that is the headline. A report that cannot say a hypothesis was wrong will keep funding it.
AI visibility is sampled by asking a fixed question set repeatedly; it is not a measurement, and presenting it as one is how AI reporting becomes theatre.
Monthly for most programmes, read as a quarterly trend. Weekly reporting on a channel that moves over quarters produces reaction to noise, and the usual casualty is work about to start paying.
Impressions and clicks on the same axis for your priority queries. Divergence between them is the clearest signal of the zero-click shift, and it is invisible in a sessions chart.
Report SEO in four separate layers (eligibility, appearance, arrival and outcome) against a stated hypothesis. Aggregated traffic conceals which layer is failing, which is why most reports cannot explain a decline.
You have read what we think. If you want to know what it means for your case specifically, describe it and we will tell you which parts of seo reporting framework actually apply — and which do not.
