Competitor GEO gap analysis: win citations you can defend

Traditional competitive SEO compares domain rating and keyword overlap. GEO gap analysis compares which URLs win citations for shared prompts and what evidence structure they expose.

List 30 prompts where you and three competitors should appear (category bests, compatibility, vs comparisons).

Weekly snapshots: who is cited, which URL, hub vs PDP, FAQ presence inferred from snippets.

For competitor-winning URLs, extract: schema types, FAQ count, table usage, freshness signals, entity naming. Diff against your URL.

Score gaps by: citation frequency of prompt, engineering effort, legal/compliance risk. Fix low-effort schema/FAQ gaps first.

60-day window; expect lag before citation shifts.

Analyze public web evidence only; do not scrape private APIs or impersonate users.

Should I copy competitor FAQ verbatim? No—duplicate thin answers hurt; answer with your specs and policies.

What if competitor wins on brand authority? Compete on long-tail factual prompts where their catalog is thin.

Can small teams run this? Yes with 30 prompts and manual snapshots to start.

Visora compiles competitor citation shares and links gaps to /audit recommendations on your matching URLs.