Turn AI answer misses into SEO work your team can ship.
Use the 10-metric workflow to connect buyer prompts, answer rank, competitor pressure, cited sources, crawler access, and content opportunities before opening a brief.
Build prompt clusters
Group category, comparison, pricing, local, alternatives, and problem-aware prompts before planning content.
Read answer evidence
Review mention rate, answer rank, share of voice, sentiment, citations, and source quality for each cluster.
Repair source access
Use owned citation share and crawler citation match to prioritize schema, llms.txt, canonical pages, and crawlable evidence.
Publish the backlog
Turn competitor pressure and opportunity backlog into briefs, FAQs, comparison pages, and source outreach.
AI Visibility Score
Baseline metric for SEO prioritization.
Brand Mention Rate
Presence metric for SEO prioritization.
Answer Position
Presence metric for SEO prioritization.
AI Share of Voice
Competition metric for SEO prioritization.
Competitor Pressure
Competition metric for SEO prioritization.
Sentiment Quality
Message metric for SEO prioritization.
Owned Citation Share
Sources metric for SEO prioritization.
Source Quality Score
Sources metric for SEO prioritization.
Crawler Citation Match
Technical metric for SEO prioritization.
Opportunity Backlog
Action metric for SEO prioritization.