nqzaiBlog@dev-okafor
Dev tracks how AI answer engines cite sources and what that means for GEO and AEO practice.
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.
How B2B sales and marketing teams can read genuine buying signals in Reddit threads, LinkedIn posts, and review sites — without scraping, without a data broker, and without crossing a line the platforms (and the FTC) actually enforce.
Agencies are pricing "AI search audits" without agreeing on what one contains. Here's a defensible structure — what to measure, how to present it, and what the research does and doesn't support.
A precise, research-backed guide to structuring help center and knowledge base content so ChatGPT, Perplexity, Google AI Overviews, and Claude can find, parse, and accurately cite it.
Scoping an AI-visibility audit is a different discipline from delivering one — it's where an agency decides what's included, what isn't, how it's priced, and what it will and won't promise, before any research starts.
