AI visibility tools are everywhere now. Here is what they cannot tell you.

Last week, Semrush published a roundup of seven AI visibility tools — Semrush itself, Peec AI, Profound, Writesonic, Otterly AI, Botify, and Athena — each evaluated on team size, use-case fit, and limitations. Pricing runs from about $99 per month for freelancers up to custom enterprise deals.

The good news: the AI visibility category is real enough to have comparison tables. The market is maturing, and there are now tiered options for businesses of any size to get a baseline reading on whether they show up in AI search results.

The bad news: none of those tools answer the question a local business owner actually needs answered.

What the tools do well

AI visibility tools track how often a brand or website appears in answers from ChatGPT, Google AI Overviews, Perplexity, and similar platforms. They can show you where you are mentioned, where competitors outrank you, and which gaps to close.

That is genuinely useful data. If you own a local business and have no idea whether your company is showing up in AI answers at all, one of these tools can give you a starting point.

But a dashboard is not the same as a strategy. As we covered in Your Business Is a Library Now, the real work is making sure that what AI assistants find about you is both accurate and tells a complete story. A tool can show you a score. It cannot write that story.

What the tools cannot tell you

A dashboard can tell you that your competitor appears in 37 percent of ChatGPT responses for “HVAC repair Chicago.” It cannot tell you why. It cannot tell you which signals to fix first. It cannot tell you whether the gap is in your website content, your Google Business Profile, your reviews, your local citations, or something else entirely.

A tool can flag a problem in seconds. Figuring out the root cause — and what to do about it — takes experience and judgment. That is not a tool limitation. That is the nature of this work.

More importantly, a tool cannot do the work of making the fix: writing the case study that ChatGPT cites instead of your competitor’s, adding the structured data that helps Google’s AI understand your service area, or getting the reviews that bump your profile above the fold. The same principle applies to commercial searches where AI Overviews now appear 71 percent more often than they did six months ago. More visibility means more competition for that visibility.

What this means for your business

If you are a local business owner, the existence of these tools is good news. You can now get a baseline reading on your AI visibility without hiring an agency to tell you whether the problem exists.

But a reading is not a fix. If a tool tells you that you are invisible in AI search, the answer is not to buy more tools. The answer is to look at everything an AI has access to about your business — your website, your profiles, your reviews, your listings — and figure out which pieces are weak.

That is the work. The tool shows you the map. You still have to walk the road.