Results
What Improvement Looks Like
AI visibility is still a young channel, but the right benchmarks can make progress visible fast: more buyer-intent coverage, better citation share, and stronger commercial discovery.
Key Metrics
↗ 1x
Prompt Visibility↗ 2x
Citation Share↗ 3x
Competitor Overlap↗ 4x
Influenced TrafficIllustrative Examples
Illustrative Case
Series B DevOps Tool
Challenge
High SEO traffic but 0% recommendation rate for enterprise prompts.
Intervention
Technical architecture fixes and citation ops.
Outcome
+35% citation share on top 10 buyer prompts.
Illustrative Case
Finance Automation Platform
Challenge
Competitors dominated key comparison queries in ChatGPT.
Intervention
Content rewrites and source gap closing.
Outcome
Achieved #1 or #2 recommendation slot in 80% of category prompts.