nqzaiBlogTag archive
ChatGPT, Google AI Overviews, and Perplexity are changing how people find plumbers, dentists, and contractors — but the signals that get a business named in an AI answer are not the same ones that win Google's local pack. Here's what the research actually shows, and what remains unproven.
ChatGPT rarely re-searches mid-conversation — the opening question sets citations for the whole thread. Here's what that means for B2B content.
A step-by-step method for auditing ChatGPT brand mentions — build a prompt panel, log response patterns, find evidence gaps, and stop treating one run as a ranking.
A step-by-step audit template for tracking which pages, mentions, and sources get cited across AI answer engines — and rerunning it.
