Why Incorrect Information Spreads If one wrong detail about your business keeps turning up in AI answers, the reason is usually not that a single bad source is sitting somewhere waiting to be found and deleted. It is that the wrong detail has already been copied. Business information moves across the web through automated syndication, […]
AI Search Engine Audit
If you are deciding whether the next round of budget goes into schema markup or into rewriting your pages, here is the direct answer.
Why Plain English Often Wins If you have been told AI systems prefer plain writing, and you are wondering whether that means flattening work that is genuinely technical, here is the direct answer. Plain English wins because your prospect does not ask their question in your vocabulary. They ask in theirs. Before an AI system […]
Ask ChatGPT what your company does and you get a clean, accurate paragraph.
Entity Drift Over TimeEntity drift is the slow widening of the gap between what your business actually is and what AI systems believe it is. No rebrand caused it. No relocation, no pivot, no crisis. The business went about its ordinary work at an ordinary pace, and the description ChatGPT, Claude, and Gemini hand a […]
Should Every Page Have Schema?No. And the reason is more useful than the answer.Google says so directly. Its documentation recommends placing organization markup on your homepage, or on a single page describing your company such as an about page, and states plainly that you do not need it on every page. Its general guidance adds […]
Most businesses have one sentence that matters more than the rest. The thing you lead with on the homepage, repeat on every sales call, and built the company around.
If ChatGPT, Claude, and Gemini describe your business accurately and you still do not get named when someone asks for a recommendation in your category, nothing has necessarily gone wrong with your understanding.
A joint compound manufacturer can have an unusual problem when ChatGPT, Claude, or Gemini tries to understand the company: the words joint compound can point AI toward the wrong product category before it ever gets to what the manufacturer actually makes.