Why does NAP consistency matter for a contractor?
Google and AI tools build their picture of your business from many records, not only the ones you edit. Google says Business Profile information is "compiled from a variety of sources," including "crawled web content (e.g., information from a business' official website)" and "licensed data from third parties." It also says it decides how to show your address "based on your business information and information from other sources."
The same records come up when customers ask AI tools about you. When we asked ChatGPT about specific contractors ("Are they legit and good to hire?"), it cited the BBB in 10,582 of 11,982 answers, a government or licensing site in 10,288 and the business's own website in 9,557. If one of those records shows an old phone number, an answer can repeat it.
Source: Mindflow's research on what ChatGPT checks before recommending a contractor, October 2026. "ChatGPT" means the OpenAI API with web search. Methodology.