The receipts
One real quote from photos to a sent price, one run it refused to price, and what a run costs. Every figure here is measured from a logged run, not marketing.
A real quote, start to finish
Q-2026-0012
Recorded — a real run from 2026-07-05.
- 1.A customer sent photos and a few words.
- 2.The machine read the photos into 4 scope lines and asked 2 questions instead of guessing.
- 3.Every one of the 4 lines was priced from the owner's own book — $1,074.00 in all.
- 4.The owner reviewed it and approved it.
- 5.The branded quote went to the customer.
- 6.The customer accepted it.
What it asked instead of guessing:
- What is the total square footage of the living room walls?
- No price-book match for: main interior door
Photos to a sent quote: 2.36 minutes.
The run where it said no
Q-2026-0005
What it read from the photos and words:
Repaint the exterior siding on this wall — the paint is faded and peeling in places.
The questions that blocked a price:
- What is the exact square footage of the wall to be repainted?
- Exact square footage of the wall
- Presence of other areas needing repainting
Why it stopped, in its own words:
- no priceable line items
No total. Nothing was sent.
What a run costs
A run costs 25¢, drawn against an owner-funded test budget of $10.
The reading runs on a local model, so the real cost is about the electricity it draws — a few cents a run.
A visitor never pays inside the app. There is no checkout here.