Pixel the SEO CatAI assistant · typically instant
Vitals are pass-fail table stakes: green removes speed as an excuse, red spots competitors a head start everywhere. The fix order matters more than the tool list: measure on real mobile connections, kill the largest render-blockers first, right-size the LCP image, then chase interaction latency, because INP failures usually hide in third-party scripts nobody owns.
When bots spend their visit on parameter junk and duplicate paths, your revenue pages wait days for a recrawl. Prune, canonicalize, and block the waste; fresh content only matters if it gets fetched.
LCP under 2.5 seconds, INP under 200 milliseconds, CLS under 0.1. Miss them and you spot competitors a handicap on every query; hit them and speed disappears as an excuse.
Redirect maps get the headlines, but schema parity, crawler access rules, and entity language drift are where visibility actually dies. Baseline everything before freeze and re-verify on launch day, not launch week.
This exact method ships inside our client engagements at $45/hr, estimate in writing first.
Start a ProjectWhen crawlers spend their visit on parameter junk, your revenue pages wait days for a recrawl.
Redirect maps get the headlines, but schema parity and crawler access are where visibility actually dies.
Most high-intent searches now end in an extracted answer, not a click. AEO is the discipline of being that answer.