When someone asks ChatGPT "best plumber in Austin" or "is Riverside Bakery open on Sunday," the AI answers with confidence — whether or not it actually knows anything about your business. AI visibility is the measure of how accurately and how often AI assistants recommend you when those questions get asked.
Why it suddenly matters
Search behavior is splitting. Google still matters, but a growing share of "near me" and "which one should I pick" questions now go straight to ChatGPT, Perplexity, Claude, and Google's own AI Overviews. Those systems don't show ten blue links — they give one answer. Either you're in it, a competitor is, or the AI makes something up about you.
For a local business, the three failure modes look like this:
- Invisible — the AI says "I don't have information about specific businesses in that area" while your competitor gets named.
- Misrepresented — the AI states your hours, services, or prices wrong. The customer doesn't call to double-check; they just go elsewhere.
- Outranked — the AI knows you exist but recommends someone else first, usually because their site answers buyer questions more directly.
What actually controls AI visibility
AI assistants build answers about local businesses from a handful of signals you control:
- Your website's plain-language content. AI reads your pages directly. If your hours, service area, and prices aren't written in clear text, the AI guesses.
- llms.txt — a simple text file at yourdomain.com/llms.txt that tells AI systems what your business is, what you do, and how to reach you. Think robots.txt, but for answers instead of crawling.
- LocalBusiness structured data (schema) — machine-readable JSON on your pages that pins down your name, address, phone, hours, and category so nothing gets misread.
- Consistency — if your site, your Google Business Profile, and your Facebook page disagree about your address or hours, AI systems lower their confidence and hedge (or pick the wrong one).
How to check yours in 90 seconds
You could ask ChatGPT six buyer questions about your business by hand and grade the answers. Or run a free AI visibility scan — Scout asks real buyer questions to live AI models, checks your llms.txt, schema, and business-info consistency, and gives you an honest A–F grade with every AI answer quoted word for word.
The fix is usually mechanical
The good news: unlike classic SEO, AI visibility problems are mostly file problems, not authority problems. You don't need years of backlinks. You need the right facts, in the right formats, in the places AI reads. That's a publishable llms.txt, a correct schema block, and one pass of consistency cleanup — an afternoon of work, or automated with Scout Starter.