LIVE — re-measured every morning · Day

days ago, ChatGPT had never heard of this company.

0% %
Share of real buyer questions where ChatGPT names them unprompted

June 10: 0%. Not one unprompted mention.

Across all five AI engines, weighted by real-world usage: 2% → %.

Measured against real buyer questions across DFW cities, asked fresh every day since June 10.

Last measured:

Every number on this page is re-measured daily and published as-is — dips included. Scroll down and audit us.

See the data ↓
The climb — June 10 → today

Not one lucky screenshot. scored answers a day, every day, for days.

All five engines, audience-weighted · raw daily measurements shown as dots · axis runs 0–100% on purpose
Check the tape

Don’t take the chart’s word for it. Ask any AI engine yourself, right now.

Is Varsity Zone HVAC in Frisco, TX a good company?

Why this question and not “who should I call for AC repair?” — because buyer-intent answers are probabilistic: the same question can name different companies on different runs. That’s exactly what the daily percentages above measure. This brand question is the one check that’s stable enough to try live.

The method
real buyer questions
×5
AI engines — ChatGPT, Gemini, Claude, Grok, Perplexity
DFW cities

= scored answers. Every morning. Automatically.

The question set was standardized on June 29 and published in the daily data. Questions are asked fresh each morning through each engine’s public interface, with no conversation history. An answer counts as “named” only if it names the client unprompted.

“Who should I call for AC repair in Frisco?”
“Best HVAC company near Plano?”
“My AC stopped cooling — who’s reliable nearby?”
Download the daily numbers (CSV) — every day since June 10, dips included.
The client
Varsity Zone HVAC — Frisco, TX
5.0★ across 49 Google reviews · TX License TACLB00028792C · 10-year parts-and-labor warranty
View their public Google listing →

Varsity Zone was already a good company — licensed, warrantied, five-starred. AI engines just didn’t know it existed. That gap between being good and being findable is the only thing this page tracks.

Straight answers

Why isn’t the number 100%?

Because nobody honest can promise 100% — AI answers vary by design. We publish the real number instead of a rounded-up one.

Did you cherry-pick the questions?

The questions are plain buyer questions across 10 DFW cities — the set was standardized on June 29 and hasn’t changed since. Download the CSV — every day is in it, including the down days.

One good day is luck. Why trust a line?

Agreed. That’s why the chart shows every daily measurement as a dot, with a 7-day average on top, on an axis that runs from 0 to 100. The dips are in the data because the dips happened.

So what did you actually do?

We make the client visible in the sources AI engines actually read when they answer buyer questions. The specific playbook is the paid part — it’s the product. The measurement is the free part: the questions are ordinary, the scoring rule is public, and you can re-run the check yourself in the box above.

Want to know your company’s number?

We measure before we take a dollar. Send your business name and we’ll run the same benchmark on you — and send you the raw scores. If your number is already good, we’ll tell you that too.

No call required. You get the numbers either way.
All percentages are the share of daily benchmark questions in which an engine’s answer names the client unprompted. Questions are asked fresh each morning with no conversation history. “Audience-weighted” combines engines in proportion to estimated real-world usage. AI answers are probabilistic — single days vary; read the trend. Results shown are for one client in one market and are not a guarantee of outcomes. Data last updated .