LIVE · RE-MEASURED EVERY MORNING · DAY –

– days ago, ChatGPT had never heard of this company.

We measure five AI engines every morning against real buyer questions — and publish the numbers exactly as they come out. Dips included.

See the data ↓ Run my benchmark

ChatGPT · unprompted mentions

0% Jun 10

↑ today

Share of real buyer questions where ChatGPT names them unprompted. All five engines, weighted: 2% → –%.

–

real buyer questions

AI engines, every morning

DFW cities

–

scored answers a day

The climb · June 10 → today

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

All five engines, audience-weighted · raw daily dots · 7-day average · the axis runs 0–100% on purpose.

Audience-weighted score

–%

7-DAY AVG DAILY

JUN 10–TODAY

Every number here is re-measured daily and published as-is. The dips are in the data because the dips happened — audit the method below or download the raw CSV.

Check the tape

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

Buyer-intent answers are probabilistic — the same question can name different companies on different runs. That variance is exactly what the daily percentages measure. This brand question is the one check stable enough to try live.

Benchmark question · copy & paste

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

The method

–

real buyer questions

AI engines

–

scored answers, every morning

The –-question set spans 10 DFW cities and was standardized on June 29, 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) — dips included

The client

Varsity Zone HVAC

Frisco, TX

★★★★★ 5.0 · 49 Google reviews

TX LICENSE TACLB00028792C 10-YEAR PARTS-AND-LABOR WARRANTY

View their public Google listing →

Already a good company. Just invisible to the machines buyers now ask.

Varsity Zone was 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.

Your market · run your own numbers

What’s it worth when AI hands buyers your name?

A five-step funnel, top to bottom — every number is yours to set, and the money updates as you go.

Your trade — presets are our estimates

Market size — tap one, then fine-tune below

STEP 1 · YOUR MARKET

Homes that hire someone like you

–

jobs a year

Households in your service area–

Homes that hire your trade each year (OUR DATA — preset per trade)– in 100

Average job value–

STEP 2 · THE SHIFT

They ask AI who to call

–

buyers a year

Buyers who ask AI first– in 100

Salesforce ’25: 7% of shoppers start with AI. BrightLocal Feb ’26: 45% used AI for local picks last year. Our 20% is buyers AI actually steers.

STEP 3 · THE GATE

The AI names you

–

answers name you

Share of AI answers naming you– in 100

Invisible companies sit at 0–2%.

STEP 4 · THE PHONE

Only some reach out to you

–

contact you

Of named buyers, share who reach out– in 100

AI answers usually name 3–5 companies; a buyer who calls two gives you ~1-in-2 odds, and not everyone acts. BrightLocal Mar ’26: 88% double-check before acting. 1-in-4 is our deliberately low default.

STEP 5 · THE CLOSE

You win the job

–

booked jobs a year

Of contacts, share that book– in 100

ServiceTitan Oct ’22 (3,000+ shops): HVAC books 38% of inbound calls, plumbing 43%, garage door 31%. Roofing runs ~27% industry-wide; painting has no published rate — 35% is our assumption. Booking rates include junk calls — so presets under-count on purpose.

The bottom line · your market

Ceiling · revenue in play

–

If you won every named answer — exposure, not bookings.

Total · booked-work estimate

–

Our deliberately low assumptions × your numbers — steps 4 and 5 are yours to set.

+1 PT ≈

–

/yr per point

0→– GAP ≈

–

/yr in booked work

Link opens this page with your exact numbers pre-set.

Estimates from your inputs — sizing the channel, not promising sales. Being named is visibility in the buyer’s answer. Drag anything you disagree with.

– days ago, ChatGPT had never heard of this company.

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

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

Already a good company. Just invisible to the machines buyers now ask.

What’s it worth when AI hands buyers your name?

Want to know your company’s number?