By Seosoft Desk
2026-08-20
Classic rankings and traffic can look stable while AI Overviews and LLM answers stop mentioning your brand, so you need a repeatable measurement system that tracks presence, citations, and change over time alongside GSC/GA4.
Query set baseline AIO presence rate Citation share of voice Fix-impact reporting
Build a fixed, tagged query list (brand/nonbrand, funnel stage, topic cluster) and re-run it weekly.
For each query, record whether an AI Overview appears and whether your domain/brand is cited, then.
Count citations by domain across your query set and compute Citation Share of Voice = your.
Annotate every content, schema, and internal linking change, then compare the 7-day pre/post deltas.