Are AI visibility tracking tools worth it?

Short answer: Not the way most of them work, say the 4 experts here, though 3 of them build or sell tracking tools of their own. AI answers vary from user to user and run to run, so a single prompt or a small sample can show changes that are just chance. They'd track many prompts per topic, start from what buyers ask, and look for tools that point to fixes on your pages.

What the experts say

Your AI search numbers might be chance

Ben Williams (The Product-Led Geek) · Nov 3, 2026
Most tools hand you one average from a small sample. Ben, who runs an AI search tracking company, shows that a jump from 40% to 60% of 30 answers could be noise, while at 100 answers per prompt the same shift is meaningful.
→ Read Ben's newsletter

Tracking one prompt is nonsense

Devesh Khanal (Grow and Convert) · Nov 2, 2026
Real users have conversations, not one-line prompts, so Devesh's team tracks visibility by topic and asks about each one in several ways. For their own tracking tool, Traqer, mentions across 9 prompts went from almost none in August to about 20%.
→ Read Devesh's post

Most AI audits never ask about your buyer

Andy Crestodina (Orbit Media) · Oct 22, 2026
Andy's team looked at 100 free AI visibility audits. Only 3 asked about the buyer's persona or pain points, and 58 got their prompts by scanning your own website: "That's like asking your website what your customers want."
→ Read Andy's post

My dream AI SEO tool isn't a prompt tracker

Cyrus Shepard (Zyppy) · Oct 19, 2026
Cyrus wants a tool that tests what AI gets wrong about a brand, compares how often it recommends you and your competitors, and recommends specific page changes. He built one on Ahrefs data, as an Ahrefs partner.
→ Read Cyrus's post

SaaS Marketing Experts collates expert opinions from around the web. We have no affiliation with any of the experts cited here. If you're one of them, ask us to correct or remove your take.