LLM Citation Coverage

Framework · AI visibility · visibility-adapted

Which pages get cited when buyers ask — and whether any are yours.

What it is

Citation coverage measures how often your pages appear among the sources that answer your buyers’ questions, across the surfaces AI search engines draw on.

How Magrios runs it on evidence

Magrios reads the top-ranking pages behind each buyer question and records which domains and pages are cited. Your citation coverage is simply how often your own pages appear in that set — with every citation openable.

Adapted for the visibility market: this framework measures question volume, share of voice, and citation coverage — real, sourced counts — rather than fabricated revenue.

How to build it

1. For each question, collect the cited source pages.
2. Measure how often your domain appears among them.
3. Target the questions where authoritative pages are winnable.