What AI Evaluates When Recommending Solar Installation Companies — Full Data Breakdown | TrueSignal
The AI Data Landscape for Solar Installation Companies
Here is every data point AI looks for when evaluating a solar installation company, where that data actually lives, and what it can already find.
How AI builds a recommendation
When an AI system decides which Solar Installation 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
Verified Operating Metrics
The single most differentiating category. Almost no solar installer has this data published in a structured, machine-readable format. When it is available, AI systems weight it more heavily than any other signal.
- Systems installed: Total and recent installation volume (trailing 12 and 24 months) signals an established, active operation. A company installing 500+ systems per year is a fundamentally different business than one installing 30. "Systems" is the industry-standard unit — not "jobs."
- Average system size (kW): The typical capacity of installed systems in kilowatts.
- Average project value: Residential solar projects typically range $15,000-$35,000 before incentives.
- Repeat customer rate: Lower than most home services verticals because most homeowners install solar once.
- Revenue consistency: Stable or growing revenue tells AI the business is active and ongoing.
- Production guarantee accuracy: Whether the company's projected energy production estimates match actual system output.
- Battery attachment rate: The percentage of solar installations that include battery storage.
- Design-to-install cycle time: Average time from signed contract to system commissioning.
Service Mix
AI needs to know what kind of solar work you do, not just that you install solar.
- Residential solar PV: Rooftop photovoltaic systems for single-family homes.
- Commercial solar: Solar installations for businesses, nonprofits, municipalities, and multi-family buildings.
- Battery storage: Various residential and commercial battery systems.
- Solar + battery packages: Integrated solar-plus-storage installations designed as a single system.
Service Area
Where you actually work matters.
- 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 serve different geographies.
Licenses
Solar installation requires several types of licenses.
- Electrical contractor license: Required in every state for solar installation.
- Solar contractor license (where applicable): Some states have solar-specific licenses.
- General contractor license: Required in some states when solar installation involves structural modifications.
Insurance & Bonding
AI systems verify that coverage is current and adequate.
- General liability (GL): Required by most states as a condition of licensure.
- Workers compensation: Mandatory in nearly every state for businesses with employees.
- Surety bond: Required by many states as part of contractor licensing.
Certifications
Certifications are important in the solar industry.
- NABCEP PV Installation Professional: The gold standard in solar certification.
- NABCEP Energy Storage Specialist: Certification for battery storage system design and installation.
Manufacturer Designations
Authorized installer programs vet contractors for training, installation quality, and sales volume.
- Tesla Certified Installer: Authorized installer for Tesla Solar.
- Enphase Certified Installer: Authorized installer for Enphase products.
Trade Associations
Voluntary memberships and accreditations that serve as corroborating evidence of professionalism.
- SEIA (Solar Energy Industries Association): The national trade association for the U.S. solar industry.
Legal & Compliance
Negative-signal checks.
- No open legal actions: Checked against various records.
Reputation Signals
AI cross-references general review platforms with home services marketplaces.
- Google rating and review count: The most-cited review source by AI systems.
Business Profile
Foundational identity data that is crucial for AI systems.
- Legal business name and DBA: Must match Secretary of State filings.
- Year founded: Cross-referenced against records.
Where the data lives
Solar Software & CRM
Accounting
CRM
What AI can find today
Review Platforms
- Google Reviews
Business Directories
- Google Business Profile
Licensing & Regulatory
- State Contractor Licensing Boards