When a large language model (ChatGPT, Claude, Gemini, Perplexity) names your business as a source or recommendation in its generated response.
Local service businesses live or die on discovery. AI engines are now the discovery layer for 41% of US adults researching local service purchases. If a contractor cannot be measured on llm citation, they cannot be improved.