How I Measure AI Visibility (4 Metrics)

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Hey there,

Do you know how AI describes your brand right now?

What does ChatGPT say when a buyer asks for a recommendation in your category?

I've run SEO across 6 businesses for 16 years. I track rankings, backlinks, and traffic every single week. But for a long time, I had a real blind spot: I had zero visibility into how AI engines were talking about my brands.

Buyers ask ChatGPT, Gemini, and Perplexity for product and service recommendations every day. Those answers shape decisions before anyone visits your site. And most teams have no clue what those answers actually say.

Now, I turn AI visibility into something I can measure.

Here’s how to build your tracking system:

Step 1: Define your prompt set. List the real questions buyers ask AI when evaluating solutions in your category. Think of it like building a keyword list, but for AI search.

Step 2: Run those prompts across the major engines today. Document where you appear, how often, and how AI describes you. That's your baseline.

Step 3: Benchmark competitors. Note which brands appear when you don't. Visibility gaps often reveal where your market perception differs from your actual positioning.

Step 4: Track monthly. One snapshot won’t give you the full picture. 

Once you’re tracking, measure these 4 metrics:

1/ Appearance Rate: How often does your brand show up across your tracked prompt set? 

2/ Share of Voice: Appearing three times means little if a competitor appears nine. Your share of the answer is the real competitive signal.

3/ Sentiment Accuracy: Presence isn't enough. Accuracy matters more. Wrong pricing or positioning in an AI answer can cost you the deal before a single conversation happens.

4/ Citation Sources: AI pulls from specific pages, reviews, and third-party sites. Know what's feeding your mentions so you can reinforce and expand it.

Then, pair your metrics for the full picture.

Appearance Rate without Share of Voice means you don't know if competitors are dominating the same conversations. Presence without Sentiment Accuracy means a bad mention might be hurting more than helping. Citation Sources without Competitor Gaps means you're missing where authority is actually being built.

AI visibility is a metric. Treat it like rankings.

Semrush One tracks all four of these across ChatGPT, Gemini, Perplexity, and AI Overviews, right alongside your traditional SEO data. One dashboard for rankings and AI visibility together.

Cheers,

Connor

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Connor Gillivan has been building six, seven, and eight-figure businesses for the past 10 years with SEO. It’s my personal mission to create a community and services that help you grow your business by finding more people who would benefit from what you. When I started out, I wanted to make the community an inclusive, welcoming table where everyone can come to get help using high-end SEO strategies to take their businesses to the next level. After several years, and over 3000 combined followers across Facebook and LinkedIn, I will always aim to get better at what I do every single day. In addition, my primary focus is on my relationship with you. This way every time you interact with me, you end up getting ideas that take your project to the next level. I particularly appreciate when my following provides feedback via testimonials, reviews, and comments left on my site or social media accounts. Because with that feedback, I can use it to make your next experience even better than the last. Since I put so much effort into my relationship with you, I hope that any investment in me is exactly the way you hoped it would be. Because by choosing to utilize my services, it’s my promise that I will provide an experience that you will love over and over again. Now, as much as I care about making the world a better and more efficient place for businesses like yours, I also care about your privacy. I’m committed to the right to your privacy and strive to provide a safe and secure user experience. My Privacy Policy, to which you can find a link at the bottom of my website homepage, explains how I collect, store and use personal information, provided by you on my website. It also explains important information that ensures I won’t abuse the information that you provide to me in good faith. By accessing and using my website, you can trust that what you want to be kept private, will be kept private. If at any time you would like to read the Privacy Policy and get a better understanding of your rights and liabilities under the law, feel free to visit my site, find the privacy policy in the footer, and read it. If there is something you are concerned about or wish to get more clarity on, please let me know by replying to this email. The Privacy Policy also informs you of how to notify me to stop using your personal information. If you wish to view my official policies, please visit my official website.

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