The questions people in your market put to an assistant. We probe these weekly once your site is live; today they are here to show you the shape of the search, not a score.
Open question
best window replacement company near me
Open question
how much does it cost to replace all the windows in a house
Open question
window companies that don't do high pressure sales
Open question
are replacement windows worth it
Open question
window installers near me with good reviews
Open question
how long does window replacement take
02 · Why you're exposed
Why a window company is exposed
Your trade has the most aggressive sales reputation in home improvement, and every homeowner in the country knows it. The in-home appointment that runs three hours. The price that drops forty percent if they sign tonight. The knock on the door on a Saturday.
So the instinct, the moment somebody decides they need windows, is to avoid salespeople entirely and find out quietly first. They will not fill in a form and they will not take a call until they have already decided who is worth talking to. That means the seven-thousand-dollar decision is effectively narrowed before you know the customer exists — and the only thing influencing it at that stage is what other people have written about what it was actually like to buy from you.
Fig. 02 · The search runs one way
03 · What we build
What we build for a window company
Typed as HomeAndConstructionBusiness — not a generic LocalBusiness stub.
Fig. 03 · Loose reviews become one queryable record
A domain that is yours
The site carries your reviews as a structured record rather than as decoration, and the domain stays yours.
Schema typed to what you are
HomeAndConstructionBusiness — not a generic LocalBusiness stub that tells a model nothing.
Every review read and scored
Services named, recurring themes named, people named, sentiment scored per aspect.
A live endpoint for the models
An MCP endpoint and an ai-plugin manifest, so a model can query your record directly instead of guessing from a directory.
Submitted to the indexes
On a schedule, to every index that will accept a submission.
Probed weekly, reported to you
Against Claude, ChatGPT and Gemini — including the questions you are not winning yet.
04 · What we structure
What we structure
Services and the themes customers judge you on, pulled out of the reviews and labelled so a model can query them.
Services named
Full-home window replacementSingle window replacementEnergy-efficient windowsImpact and hurricane windowsPatio and sliding doorsEntry doorsCustom and specialty shapesWarranty service
What customers judge you on
Sales pressure during the quotePrice transparencyInstallation qualityFinishing and clean-upMeeting the promised scheduleWarranty follow-throughCommunication about delays
05 · What we can show
What we can show you today
Measured across the sites we already run — not this trade specifically, and we are not going to imply otherwise. Asked about a business by name, this is what the three major models did on 3 August 2026.
Fig. 04 · Citation rate by model, asked by name
Open discovery questions are a different job and a harder one. Your weekly report shows you exactly where yours stand, including where they don't yet.
06 · The math
The math for a window company
One job in this trade
$7,349
Average whole-house window replacement, from 13,122 verified projects; about $750 per window. Typically $4,500–$20,000.
We rely on in-home appointments. Does this change that?
It changes who agrees to one. The appointment still sells the job; the record decides whether the homeowner is willing to book it in the first place.
Our whole industry has a pressure reputation. Does that hurt us?
It is the opening. Reviews that repeatedly say nobody pushed them are worth more in your trade than in any other, and that is a pattern a model can read out of the corpus.
We buy leads. Isn't that the same thing?
A purchased lead is a stranger who filled a form and is talking to three of your competitors. This is being named as the answer instead.
Most of our jobs are one or two windows.
Both get labelled, so you show up for the small job and the whole-house project separately.
What happens if I stop?
Try it for 14 days. If it isn't what we said, we refund your first month in full and take the site down.
Start where AI starts
Try it for 14 days. If it isn't what we said, we refund your first month in full and take the site down.