How we measure whether AI search is actually working for you
AI search is new enough that a lot of people selling it lean on numbers that sound impressive and mean nothing. Before Webb Flow touches your site, it's worth being clear about what actually counts as a win here — because when the metric is fuzzy, you end up paying for motion instead of results.
The measurement that matters most is direct and low-tech: does the AI name you, and does it name you correctly? Alex runs the real questions a Smithfield customer would ask — "best HVAC company in Isle of Wight County," "where should I get lunch in downtown Smithfield," "who does emergency plumbing near Carrollton" — through ChatGPT, Google's AI overviews, and the other assistants your customers use, and records whether your business shows up, whether the details are right, and how you're described. That's the scoreboard. If you go from invisible to consistently named with the correct phone number and services, the work is landing. If the AI still can't distinguish you from Smithfield Foods, it isn't — and no dashboard should be able to hide that.
The second thing worth tracking is what the AI says about you, not just whether it lists you. An assistant might mention your business but describe your hours wrong, miss half your services, or hand a prospect an outdated address. Getting named is step one; getting named accurately is the real goal, because a confident wrong answer sends a ready-to-buy customer to your competitor. Alex tracks the substance of the answer over time and works the structured data and content until the AI's description of you matches reality.
The third signal shows up in your own analytics: referral traffic and calls from people who clearly arrived pre-informed. When someone lands on your site already knowing what you do and asks a specific, qualified question, that's often an AI-search customer — the assistant did the vetting before they ever reached you. Watching that segment grow tells you the pipeline is real, not theoretical.
Now the vanity metrics Webb Flow deliberately ignores. "AI visibility scores" from a tool that invented its own 0-to-100 number — meaningless, because no one can tell you what it maps to in dollars. Raw counts of pages published or words written — that's activity, not outcome. "Impressions" in an AI context that no one can define, let alone connect to a customer. And any single-number "grade" that goes up while your phone stays quiet. The point of AI search isn't to win an abstract score; it's to be the answer when a real person in Smithfield asks an assistant who to hire. Every metric Webb Flow reports ties back to that plain question — are you named, are the details right, and are those answers turning into calls — and every report comes from the person doing the work, in language you can actually check yourself.