The Problem
Traditional SEO metrics do not fully show how a company is represented when users ask AI systems about businesses, services, and competitors.
What I Designed
A structured audit that evaluates AI visibility across six dimensions: presence, accuracy, sentiment, position, completeness, and consistency.
How AI Was Used
- Research methodology
- Scoring framework
- Competitive analysis
- Audit synthesis
- Recommendation generation
What Was Built
- Six-dimension scoring model
- Site/company audit process
- Competitive visibility analysis
- Structured findings and recommendations
Challenges
- Turning qualitative AI responses into a repeatable framework
- Separating visibility from accuracy and completeness
- Making recommendations practical for business owners
Outcome
- Created a repeatable AI visibility analysis process
- Applied the framework to multiple sites
- Expanded SEO analysis into AI discovery and answer-engine visibility
Screenshots
