u/AEODenise

I've been asking myself that question lately.

I don't think they're the same thing. I think they're solving two different problems.

Prompt optimization helps you understand what people are asking AI. It shows where the opportunities are.

What it doesn't explain is why AI names one business instead of another when both could answer the same question.

You can target every important prompt in your industry and still not be named if AI doesn't clearly understand who you are, what you do, and how your business relates to the question.

To me, prompt optimization and AI visibility work together.

Prompt optimization helps identify the questions people are asking.

AI Naming Optimization helps your business become the business AI names in the answer.

I keep seeing some version of this question. Should I use FAQ schema? Should I change my H1? Should I put my package name on the page more often? Should I get more reviews? After a lot of testing, I think we're asking the wrong question. We're still thinking like Google. We assume there's one thing we can optimize that will make AI say what we want. I don't think it works that way. What I keep seeing is AI building confidence from lots of signals that all tell the same story. Your page content, your service descriptions, your glossary, your FAQs, your structured data, your reviews, your internal links, and the places other websites mention you all help AI understand who you are and what you actually do. One signal by itself doesn't seem very convincing. Fifty signals pointing in the same direction are a different story. That's why I've stopped chasing individual tactics. I'm much more interested in making a business easier for AI to recognize, understand, and name when it's actually relevant to the question being asked. Nobody outside the AI companies knows every signal being used. Anyone who says they do is selling certainty they can't prove. All we can really do is test, compare results, and keep looking for patterns that hold up over time. Has anyone found a change that consistently increased the chances of their business being named in AI generated answers?

I keep seeing some version of this question. Should I use FAQ schema? Should I change my H1? Should I put my package name on the page more often? Should I get more reviews? After a lot of testing, I think we're asking the wrong question. We're still thinking like Google. We assume there's one thing we can optimize that will make AI say what we want. I don't think it works that way. What I keep seeing is AI building confidence from lots of signals that all tell the same story. Your page content, your service descriptions, your glossary, your FAQs, your structured data, your reviews, your internal links, and the places other websites mention you all help AI understand who you are and what you actually do. One signal by itself doesn't seem very convincing. Fifty signals pointing in the same direction are a different story. That's why I've stopped chasing individual tactics. I'm much more interested in making a business easier for AI to recognize, understand, and name when it's actually relevant to the question being asked. Nobody outside the AI companies knows every signal being used. Anyone who says they do is selling certainty they can't prove. All we can really do is test, compare results, and keep looking for patterns that hold up over time. Has anyone found a change that consistently increased the chances of their business being named in AI generated answers?

I came across a study that made me rethink part of AI visibility. The researchers looked at 274 fintech homepages and found that many delivered much of their content only after JavaScript ran. We never notice because our browsers wait for the page to finish loading. Some AI systems may not. They may retrieve the initial HTML and move on. If important information about your products, services, or expertise is added later by JavaScript, AI may never receive it. That doesn't mean JavaScript is bad. Almost every modern website uses it. It does mean AI and your customers may not always experience your website the same way. It made me wonder if we've been asking the wrong question. Instead of asking why AI didn't mention a business, maybe we should first ask whether AI received enough information to understand the business in the first place. If AI visited your website today, would it understand your business well enough to mention it?