AI Visibility

AI Visibility

You Don't Have an AI Visibility Problem. You Have Five of Them.

You hired someone to fix your "AI visibility," they ran a generic GEO playbook across every engine, and your dashboard shows movement that nobody can tie to a single piece of pipeline. That's not bad execution. That's a category error. There is no such

AI Visibility

Your AI Visibility Has No Floor

You treated AI visibility like a plumbing job. Set up the schema, clean up the content, get cited in ChatGPT, check the box, move on. The problem is that the floor you built on is not a floor at all. In 2026, two independent datasets proved that a single model

AI Visibility

Being Mentioned by AI Isn't the Same as Being Believed

You are probably tracking how often AI tools mention your brand. ChatGPT named you, Perplexity cited you, your share of voice ticked up, and someone screenshotted it for the team Slack. Here is the uncomfortable part: a mention tells you the machine knows you exist. It tells you nothing about

AI Visibility

Why Your AI Visibility Work Isn't Moving the Needle (And Which Layer to Fix First)

You added the FAQ schema. You published the llms.txt file. Maybe you even paid for an AI visibility tool that emails you a score every Monday. And ChatGPT still recommends your competitors when someone asks who to hire. The problem usually isn't that AI visibility work doesn&