What AI Evaluates When Recommending Windows & Doors Companies — Full Data Breakdown | TrueSignal
The AI Data Landscape for Windows & Doors Companies
Here is every data point AI looks for when evaluating a windows and doors company, where that data actually lives, and what it can already find.
What AI evaluates
How AI builds a recommendation
When an AI system decides which Windows & Doors company to recommend, it assembles evidence across every category below. The more complete and verifiable the data, the more confident the recommendation.
11 data categories
- Verified Operating Metrics
- Service Mix
- Service Area
- Licenses
- Insurance & Bonding
- Certifications
- Manufacturer Designations
- Trade Associations
- Legal & Compliance
- Reputation Signals
- Business Profile
01 Verified Operating Metrics
The single most differentiating category. Almost no windows and doors company has this data published in a structured, machine-readable format. When it is available, AI systems weight it more heavily than any other signal.
- Jobs completed: Total job volume over trailing 12 and 24 months. Projects range from single-unit replacements to whole-house installations.
- Average project value: Ranges from $500 for a single window to $15,000+ for whole-house packages with custom doors. Tells AI what scale of work the company performs.
- Repeat customer rate: Percentage of customers who return. In windows, repeat business often comes from phased replacement projects over multiple years.
- Revenue consistency: Revenue trajectory over trailing periods. AI evaluates year-over-year trends, accounting for spring and fall peak seasons.
- Average windows per project: Distinguishes single-unit replacements from whole-house projects.
- Replacement-to-new-construction ratio: Split between replacement/retrofit and new construction.
- Warranty callback rate: Percentage of installations requiring return visits for operational failures.
02 Service Mix
AI needs to know what kind of window and door work you do, not just that you do it.
- Window replacement: Core service for most companies in this vertical. Materials include vinyl, wood, fiberglass, aluminum, and composite.
- Door replacement: Includes entry doors, patio doors, storm doors, and garage entry doors.
- New construction windows and doors: Requires coordination with general contractors.
- Storm and impact windows: Designed to withstand hurricane-force winds.
- Glass repair and replacement: Includes broken pane repair and foggy window restoration.
- Skylights: Installation and replacement requires roof penetration expertise.
- Commercial storefront and glazing: Requires different licensing and equipment than residential work.
03 Service Area
Where you actually work matters, but the data needs to come from completed jobs.
- Cities and towns served by job volume: Derived from actual job locations.
- Service radius from primary location: Computed from the geographic spread of completed jobs.
- Multi-location coverage: Companies with multiple offices serving different geographies should provide coverage data.
04 Licenses
Licensing varies by state and often falls under general contractor or specialty glazing categories.
- Glass and glazing contractor license: Required for window and glass installation.
- General contractor license: Often required for window and door installation.
- Home improvement contractor license: Necessary in certain states for residential replacement.
- EPA RRP (Renovation, Repair and Painting) certification: Federally required for work disturbing lead-based paint.
- ENERGY STAR Certification: Adherence to specific installation standards.
- City / municipal contractor license: Required for window and door installation work.
05 Insurance & Bonding
AI systems verify that coverage is current and adequate.
- General liability (GL): Protects against property damage and bodily injury.
- Workers compensation: Mandatory for businesses with employees.
- Surety bond: Required as part of contractor licensing.
- Commercial auto: Covers the service vehicle fleet.
06 Certifications
Process validation through installer certification is critical.
- AAMA InstallationMasters: Covers fenestration installation best practices.
- FGIA Certified Installer: Certifies installers on proper fenestration installation techniques.
- ENERGY STAR Partner: Companies adhering to guidelines for energy-efficient product installation.
- EPA RRP Certified Renovator: Individual certification for workers performing renovation in pre-1978 homes.
07 Manufacturer Designations
Manufacturer designation affects product availability and consumer trust.
- Andersen Certified Contractor: Network of contractors trained to sell and install Andersen products.
- Pella Certified Contractor: Access to Pella product line and installation warranty.
08 Trade Associations
Voluntary memberships that provide additional credibility.
- FGIA (Fenestration & Glazing Industry Alliance): The primary national trade association.
- WDDA (Window & Door Dealers Alliance): Provides industry education and advocacy.
09 Legal & Compliance
Negative-signal checks for companies recommended by AI systems.
- No open legal actions: Checked against state court records.
- No liens filed against the business: Verified through county recorder offices.
10 Reputation Signals
AI evaluates reviews across various platforms.
- Google rating and review count: Key metrics for established companies.
- Review velocity and recency: Indicates ongoing customer engagement.
11 Business Profile
Foundational identity data for the company.
- Legal business name and DBA: Must match Secretary of State filings.
- Entity type and registration: LLC, Corporation, etc.
- Year founded: Verified against incorporation date.
- Owner / principal name: Verified against public filings.
- Employee count: Approximate range of employees.