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AI visibility work depends on matching the right model, search surface, or answer format to the business outcome being optimized.
Please don't blindly follow and make drastic changes for your SEO based on the information that Claude or ChatGPT or any of the AI models are giving you. I'm sure you've seen that there's a lot of viral videos going around where people start with a great hook, replace your SEO agency with Claude or you don't need a SEO consultant because you have ChatGPT.
All of these sound exciting and sound great but I'm here to tell you, you can't just take all the suggestions and all these great ideas and all the audits that these AI models are showing to you.
I think SEO is gonna be magic and these AI models are gonna fix it all for you I've been doing SEO for nearly 20 years and as you know as well, I love all the AI models and I use it every single day but please, you have to remember that a lot of the AI advice that Claude specifically and ChatGPT are given you are not 100% accurate. Like I said, I use Claude a lot for s o and I understand what to take and what not to take you can't just follow it blindly below over here you can see a screenshot.
I know a guy a client, he said, you know what, he's gonna follow everything that Claude Is telling him and he's gonna implement it. Josh, I don't need your advice anymore. Take a look at this over here.
You can see that Claude's suggestions literally destroyed his SEO. He made some drastic changes, the U R. L structures, the redirects, a whole lot of things.
Please, Claude, AI chat, G P t, all these things can help you with SEO but only if you understand what to do. You can't just follow the suggestions blindly.
AI visibility work depends on matching the right model, search surface, or answer format to the business outcome being optimized.
Map each AI/search surface to a task: answer extraction, public copy, citation mining, checkout readiness, media generation, or customer-intent capture.
This source is connected to AI visibility and answer readiness.
Please don't blindly follow and make drastic changes for your SEO based on the information that Claude or ChatGPT or any of the AI models are giving you.