Find out where AI states wrong facts about your business

The factual claims a buyer would act on: wrong or outdated pricing, products you no longer sell, features attributed to the wrong tier, a stale founding story, a rename or acquisition an engine has not absorbed, and material facts that are simply missing. Each flagged claim is shown with the engine that stated it and the answer it came from, so you can tell whether one model is repeating an old page or every engine is working from the same bad source.

You tell us. You confirm the facts about your business, pricing, products, positioning and key claims, and answers are graded against that reference rather than against a guess. That is deliberate, because nobody outside your company can adjudicate whether a plan really includes a feature. Keeping the reference current after a pricing change or a launch is worth the ten minutes: an out-of-date reference will grade a correct answer as wrong.

The check runs on every engine your plan includes, and the per-engine comparison is often the most useful part, because models are trained and refreshed on different schedules: one may quote your current pricing while another repeats last year's. Starter covers three engines, Professional five, Enterprise all seven. Where the same wrong fact appears everywhere, the cause is nearly always a widely cited source rather than one model's memory.

There is no button that edits a model's answer, and any tool claiming otherwise is overselling. The entity score flags the wrong claim and points at where it came from; you correct the record at the source, usually your own pages, your structured data or a third-party listing, and then re-check. Your own site is the fastest lever because it is the one source you control outright, and verify-with-AI confirms when the change is reflected.

That depends on the engine rather than on us. A model has to re-crawl or re-index the corrected source before its answers change, and surfaces that read live from the web tend to update sooner than those answering from training data. Days to weeks is realistic for a well-cited correction, and longer where the wrong fact is repeated across sources you do not control. Daily tracking is how you find out when it has landed.

Yes. The entity accuracy and brand-facts check is included on Starter, Professional and Enterprise, alongside the E-E-A-T audit, because being described inaccurately is a problem at any size. What changes by tier is how many engines it runs against, three, five or all seven, and how many prompts feed it: 100 on Starter, 300 on Professional, and a custom volume on Enterprise.