Methodology and practice
AI citation gap analysis for SEO agencies
How to turn cited domains into an evidence-backed opportunity list for clients.
By Vislyt editorial team · June 5, 2026 · 6 min read
Separate mentions from citations
A brand can be mentioned without its website being cited. Track both outcomes, then calculate a specific brand citation rate across completed prompt runs.
Normalize sources before comparing
Remove tracking parameters, normalize hostnames and deduplicate URLs. Grouping by domain makes patterns clearer while retaining the original citation URL for inspection.
Prioritize sources with context
A competitor citation gap is not automatically an outreach target. Review relevance, editorial quality, the cited page and whether your brand has stronger factual evidence to contribute.
Vislyt reports directional measurements tied to documented prompts, providers, models, dates and responses. It does not claim a universal AI ranking.