What AI Knows About Your Business — And How to Fix It

Right now, someone is asking ChatGPT what time your business closes. Someone else is asking Gemini whether you offer a specific service. And someone is asking Perplexity how much you charge.

The answers they're getting might be completely wrong — and you'd never know it.

AI Assistants Have "Beliefs" About Your Business

Every major AI platform — ChatGPT, Gemini, Claude, Perplexity, Grok — has assembled a profile of your business from the data it's been trained on. Think of it as a mental model. The AI "believes" certain things about your hours, your services, your pricing, your location, your specialties, and your reputation.

These beliefs are based on whatever information the AI could find: your website, directory listings, review sites, social media, news articles, and forum discussions. Some of it is current. A lot of it isn't.

The problem is that customers treat AI answers like facts. They don't verify. They don't call ahead. They just show up at the time ChatGPT told them you'd be open.

The Most Common Things AI Gets Wrong

After tracking thousands of AI responses about businesses, these are the mistakes we see over and over:

• Outdated hours — You changed your hours six months ago, but AI still quotes the old ones. This is the single most common factual error we see.
• Discontinued services — You stopped offering a service two years ago, but it's still on an old directory listing somewhere, so AI keeps mentioning it.
• Wrong pricing — AI quotes prices from a cached version of your website or from a third-party site that was never accurate in the first place.
• Incorrect service areas — You serve three counties, but AI thinks you only serve one city. Or worse, it recommends you for an area you don't cover at all.
• Wrong contact information — Old phone numbers, previous addresses, and outdated email addresses show up constantly.
• Confusion with similar businesses — AI sometimes blends information from businesses with similar names, especially in the same city. Your competitor's bad review becomes your problem.

Any one of these can cost you a customer. Combined, they're a slow leak you can't see.

Why Customers Don't Double-Check

This is the part that makes AI inaccuracies genuinely dangerous for businesses. When someone gets an answer from a search engine, they often click through to your website and see the real information. The search result is a starting point.

AI answers are different. They're presented as direct, confident statements. "Smith's Bakery closes at 6 PM on weekdays." "Martinez Plumbing charges $150 for a service call." There's no link to click. No source to verify. The AI said it, and the customer believes it.

This behavior is only increasing. As more people use AI assistants as their primary way to find and evaluate businesses, the accuracy of what AI "knows" about you becomes as important as the accuracy of your Google Business Profile.

How AI Forms These Beliefs

Understanding where AI gets its information helps you fix the problems at the source. AI platforms build their knowledge from several layers:

Training Data

Large language models are trained on massive datasets of web content captured at a specific point in time. If your website said something different two years ago, that old information might still be what the AI "remembers." Training data is the hardest layer to influence because you can't control when a model gets updated.

Web Scraping and Retrieval

Newer AI platforms supplement their training data with real-time or near-real-time web access. Perplexity actively searches the web. ChatGPT can browse. This means your current web presence matters more than ever — but it also means every inconsistency across your online presence is a potential source of conflicting information.

Directory Listings

Business directories — Google Business Profile, Yelp, BBB, industry-specific platforms — are heavily weighted sources for AI. If your hours are wrong on Yelp but right on your website, the AI has to decide which one to trust. Sometimes it picks wrong.

Reviews and Discussions

AI reads the content of reviews, not just the ratings. If multiple reviewers mention a service you offered three years ago, the AI may still associate you with that service. Forum discussions and social media posts add another layer of information that may or may not be current.

How to Audit What AI Knows About You

The fastest way to find out what AI believes about your business is to ask. Open each major AI platform and ask the same questions your customers would:

• "What are the hours for [your business name]?"
• "Does [your business] offer [specific service]?"
• "How much does [your business] charge for [service]?"
• "Where is [your business] located?"
• "What's the phone number for [your business]?"
• "What do people say about [your business]?"

Do this across ChatGPT, Gemini, Claude, Perplexity, and Grok. You'll likely find that each platform has slightly different information — and some of it will surprise you.

Write down every claim that's wrong or outdated. This is your correction list.

How to Fix What's Wrong

Once you know what AI is getting wrong, there's a clear playbook for correcting it.

Clean Up Your NAP Data

NAP stands for Name, Address, Phone number. These three pieces of information need to be identical — character for character — on every platform where your business appears. Even small differences (like "St." vs "Street") can create confusion for AI systems trying to reconcile multiple sources.

Update Your Website Content

Your website is the single most authoritative source of information about your business. Make sure it clearly states your current hours, services, pricing, service areas, and contact information. Don't bury this in PDF menus or images — put it in actual text that AI can read.

Add Structured Data

Schema markup (structured data) on your website gives AI explicit, machine-readable information about your business. LocalBusiness schema with your hours, address, price ranges, and service offerings helps AI parse your information with confidence instead of guessing from context.

Audit Your Directory Listings

Go through every directory where your business is listed. Update anything that's outdated. Remove listings you can't control. Pay special attention to Google Business Profile, Yelp, and any industry-specific directories — these carry the most weight with AI.

Actively Manage Your Review Presence

Respond to reviews, especially ones that mention specific services or details. This creates additional current, accurate content that AI platforms can reference. If a reviewer mentions a service you no longer offer, your response is an opportunity to correct the record publicly.

Monitoring Is an Ongoing Job

Here's the hard truth: this isn't a one-time fix. AI platforms update their knowledge continuously. New training data gets incorporated. Web scraping picks up new (and sometimes wrong) information. A single outdated directory listing can reintroduce an error you already fixed.

Manually checking five AI platforms every week isn't realistic for most business owners. This is where automated monitoring becomes valuable. Claryfy tracks what each major AI platform believes about your business and flags factual inaccuracies as they appear, so you can correct problems before customers act on bad information.

The Bottom Line

AI assistants are confidently telling customers about your hours, services, pricing, and reputation — whether that information is right or not. The businesses that audit and correct their AI presence now will avoid lost customers and build trust in a channel that's growing fast. Start by asking each AI platform about your business today. What you find might surprise you.