CitationIQ benchmarks

AI Visibility Case Studies

How Market Disruptors AI Visibility Agency helps local service businesses become easier to verify, cite, and surface across ChatGPT, Perplexity, Gemini, Google AI, and Copilot answers.

Methodology first, vanity numbers last.

Most agencies publish traffic charts. Traffic does not tell you whether AI engines cite, surface, or mention the business by name. These benchmark pages show what we audit, what we change, and what citation outcomes are realistic when the structure is fixed.

Each page uses the same MAHI Index framework: audit the current AI interpretation, correct structure and entity signals, then use CitationIQ as one component metric inside the measurement process.

Defensible note

Current case studies are methodology-based benchmarks. They are written to explain the process without fabricating client names. Named outcomes can replace the benchmark blocks after written client permission.

HVAC AEO