Every other tool tells you if you're cited in AI search. This one tells you why not, with evidence. We compare your pages that DO get cited in AI Overviews against your pages that rank top-10 organically but DON'T get cited. Same domain, same authority, so every signal gap between the two cohorts is a real page-level cause, not correlation noise.
1
Sweep your keyword universe for AI Overviews
2
Split queries: cited / shadow gaps / content gaps
3
Cohort-diff 18 citation signals across your pages
4
Ranked root causes + per-page fix prescriptions
1
Keyword universe
2
AI Overview sweep
3
Shadow gaps
4
Page cohorts
5
Signal diff
6
Root causes
Deriving your keyword universe…
Pulling your highest-volume ranking keywords from search data.
Deep causal analysis, this takes 1–3 minutes
Citation Causality is a paid feature
The Causality Engine runs live AI Overview sweeps and deep page-cohort analysis. Upgrade to Starter, Pro, or Agency to unlock it.
Signals where your cited cohort and uncited cohort measurably diverge, ordered by causal strength. These are the levers.
Page Prescriptions · Fix These Pages
Your pages that already rank top-10 but aren't cited, with the exact signals each one is missing versus your cited-page profile.
Signal Differential Chart
Average score for cited pages vs uncited pages across every signal. The gap is causal, the wider the bar separation, the stronger the lever.
Full Signal Matrix
All 18 citation signals compared across cohorts. Green = cited pages ahead. Red = uncited pages comparable or ahead.
Causality Scatter · Factor Severity vs Citation Impact
Each point is a causal factor. X = how severe the gap is on your pages. Y = how much it reduces citation probability. Point size = how many pages are affected. Top-right quadrant = highest-priority fixes.
Rank vs Citation Scatter
Pages ranking in organic search but absent from AI citations. The top-left quadrant (high rank, low citation probability) is your highest-priority opportunity.
Query Map
◈ AI Citation Playbook
Prioritized implementation steps derived from your worst-performing signals. Sorted by impact, start at #1.