Analytics

The answer first: swap your metrics, stop staring at rank and clicks In the GEO era, classic “rank + click” fails systematically — because most value happens in AI answers the user never clicks through to. Swap in two core metrics: citation rate (how often AI answers cite you) and share of voice (your mentions vs competitors). This chapter gives you a workable measurement system, from zero-cost manual spot-checks to dedicated tools to a DIY monitor built on this repo’s scripts. ...

The answer first: perfect tech, stuck at “impressions without being chosen” I dug through cubxxw.com’s real data, and the conclusion is blunt: technical SEO is near-perfect (Lighthouse SEO 100), yet the last 3 months turned 878K impressions into only 852 clicks — a 0.1% CTR at average position 13.2 (page two). The problem isn’t the technical layer; it’s “impressions without being chosen.” This chapter runs the previous four chapters’ five-layer model against those real numbers, diagnosis and rebuild schedule included. ...