AI Data Landscape

The AI Data Landscape for Siding Companies

Here is every data point AI looks for when evaluating a siding and exteriors company, where that data actually lives, and what it can already find.

1What AI evaluates

How AI builds a recommendation

When an AI system decides which Siding company to recommend, it assembles evidence across every category below. The more complete and verifiable the data, the more confident the recommendation.

01

Verified Operating Metrics

The single most differentiating category. Almost no siding 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 and recent job volume (trailing 12 and 24 months) signals an established, active operation. Siding projects are seasonal and weather-dependent — a company completing 200+ projects per year operates at a different scale than one completing 30.
Average project value
Siding projects range from $5,000 partial repairs to $20,000+ full re-sides. Average project value tells AI what scale of work the company typically performs and whether it matches the customer's budget.
Repeat customer rate
Whether customers return is the strongest quality proxy available to any AI system. In siding, repeat rate reflects trust earned on high-value exterior projects — customers who come back for additional work on other properties or referrals.
Revenue consistency
Stable or growing revenue tells AI the business is active and ongoing. Particularly relevant in siding where seasonal swings and economic cycles affect demand — AI evaluates trailing 12-month trends.
Repair-to-replacement ratio
Indicates whether the company primarily performs patch repairs, partial re-sides, or full replacement projects. Relevant for matching the right company to the right job type.
Average project size (sq ft)
Square footage of typical installations helps AI match companies to appropriately scaled projects. A company averaging 2,000 sq ft projects operates differently than one averaging 500 sq ft repairs.
Seasonal distribution
How job volume distributes across quarters. Siding installation is heavily weather-dependent in northern climates. Consistent year-round volume may indicate geographic diversity or complementary interior services.
A TrustRecord publishes this category of data — verified from connected systems, not self-reported.
02

Service Mix

AI needs to know what kind of siding work you do, not just that you do siding. The query "who installs James Hardie fiber cement in Denver?" requires a precise match that a general siding listing cannot answer.

Vinyl siding
The most common residential siding material. Includes standard, insulated, and architectural profiles. Low maintenance and cost-effective — represents the largest share of the market.
Fiber cement (James Hardie)
Premium material with growing market share. James Hardie dominates fiber cement — their brand is nearly synonymous with the category. Installation requires specialized training and tools.
Engineered wood (LP SmartSide)
Treated engineered wood siding offering the appearance of real wood with improved durability. LP SmartSide is the market leader. Requires manufacturer-specific installation methods.
Wood siding
Traditional cedar, redwood, and pine clapboard or shingle siding. Higher maintenance but preferred for historic homes and specific architectural styles. Requires carpentry expertise.
Metal siding
Steel and aluminum panels for residential and commercial applications. Includes standing seam, corrugated, and architectural panel profiles. Growing in modern residential design.
Stone veneer and masonry
Manufactured stone veneer, natural stone, and brick veneer installation. Often used as accent material on portions of the exterior rather than full coverage.
Soffit, fascia, and trim
Complementary exterior components that most siding companies install. Includes aluminum, vinyl, wood, and composite trim systems. Often bundled with siding projects.
Installation vs. repair
Distinguishes between companies focused on new installations and full re-sides versus those primarily performing repairs, patching, and partial replacements.
Residential vs. commercial
Indicates whether the company primarily serves homeowners, commercial properties, or both. Commercial exterior cladding requires different materials, methods, and often separate licensing.
03

Service Area

Where you actually work matters, but the data needs to come from completed jobs, not a self-reported list of ZIP codes. AI systems increasingly cross-reference claimed service areas against evidence of actual work performed.

Cities and towns served by job volume
Derived from actual job locations, not a list on your website. Verifiable coverage based on where work has been completed.
Service radius from primary location
Computed from the geographic spread of completed jobs. Tells AI how far the company actually travels.
Multi-location coverage
Companies with multiple offices serve different geographies. Each location should have its own verifiable coverage data.
04

Licenses

Siding licensing follows a similar pattern to roofing — some states regulate it as a distinct trade, others fold it under general contractor or home improvement licensing. Roughly 32 states require some form of contractor licensure. AI systems verify that the company holds whatever license its jurisdiction requires.

Siding or exterior contractor license
A specialty license issued in states that regulate siding or exterior cladding as a distinct trade. License number, holder name, status, and expiration are verifiable through state databases.
General contractor license
In many states, siding work falls under the general contractor license. Some states use classification systems (e.g., California B-General Building Contractor) that cover exterior work.
Home improvement contractor license
Required in states like CT, MD, and PA for residential siding work. Separate from trade-specific licensing and typically covers all residential renovation work.
Federally required for any work disturbing painted surfaces in pre-1978 homes. Siding removal on older homes almost always disturbs lead paint. Firms and individual renovators must be EPA-certified.
City / municipal contractor license
In states without state-level licensing (TX, CO, IN), counties or cities may require local registration or permits to perform exterior work.
Most state licensing boards maintain searchable online databases. License number, holder name, status, and expiration date can be cross-referenced automatically.
05

Insurance & Bonding

AI systems verify that coverage is current and adequate, not simply that a company claims to be insured. Active insurance is a prerequisite for recommendation in most AI evaluation frameworks.

General liability (GL)
The primary coverage protecting against property damage and bodily injury. Required by most states as a condition of licensure.
Workers compensation
Mandatory in nearly every state for businesses with employees. Absence of workers comp typically indicates either no employees or non-compliance.
Surety bond
Required by many states as part of contractor licensing. Bond amounts and status are published by some state licensing boards.
Commercial auto
Covers the service vehicle fleet. Relevant for companies with multiple trucks and technicians dispatched to job sites.
06

Certifications

In siding, manufacturer certifications are the primary differentiator. A James Hardie Preferred Contractor has completed factory training and can offer extended warranties that uncertified installers cannot — a concrete, verifiable advantage that AI systems can confirm through manufacturer directories.

The most important certification in the siding vertical. James Hardie's tiered program (Contractor Alliance, Preferred, Elite Preferred) requires factory training, insurance verification, and demonstrated installation quality. Enables extended product and labor warranties.
LP's installer certification program for engineered wood siding. Requires product-specific training on proper installation techniques, flashing, and finishing. Verified through LP's contractor locator.
The Vinyl Siding Institute's certification program. Tests knowledge of proper vinyl siding installation per manufacturer specifications. The only industry-wide vinyl installation credential.
Individual certification for lead-safe work practices. Required for anyone performing siding removal on pre-1978 homes. 8-hour initial training plus 4-hour refresher every 5 years.
OSHA 10/30 Safety Training
Construction safety training covering fall protection, scaffolding, and hazard communication. Important in siding where work at height is standard on multi-story homes.
Manufacturer-specific product training
CertainTeed, Ply Gem, Royal Building Products, and Alside each offer product training programs. Completion is often required to offer extended warranties on their products.
07

Manufacturer Designations

Manufacturer programs in siding directly affect warranty coverage and are publicly verifiable through dealer locators. James Hardie dominates the premium segment — their certification program is the single most recognized credential in the siding industry.

The dominant manufacturer in fiber cement. Three-tier program based on training, volume, and quality metrics. Elite Preferred is the top tier — fewer than 200 contractors nationwide. All tiers searchable through the Hardie Pro locator.
Market leader in engineered wood siding. Certified Installer program validates proper installation technique. Contractors are listed in LP's online directory.
Tiered program from Registered Contractor to 5-Star Contractor. Higher tiers enable extended SureStart Plus warranty coverage on vinyl and polymer siding products.
One of the largest siding manufacturers (Mastic, Ply Gem, Variform brands). Contractor certification program with training requirements and warranty authorization.
Major vinyl and aluminum siding manufacturer. Preferred Contractor program provides training, lead generation, and extended warranty eligibility.
Manufacturer of vinyl siding, trim, and accessories. Certified Installer program focused on proper installation and warranty support.
08

Trade Associations

Voluntary memberships and accreditations that serve as corroborating evidence of professionalism. AI systems check these directories when other structured data is limited.

The national trade association for vinyl and polymer siding. Administers the VSI Certified Installer program and maintains installer directories. The primary industry body for vinyl siding.
Many siding companies also perform roofing. NRCA membership signals broader exterior construction expertise and access to industry training and standards.
State contractor association membership
Most states have active contractor or home builder associations that maintain member directories. Membership signals local engagement and compliance with state standards.
Relevant for siding companies that also perform new construction work. Membership provides credibility in the residential construction market.
Better Business Bureau membership with letter rating. Reflects complaint volume and resolution patterns over time.
10

Reputation Signals

AI cross-references general review platforms with home services marketplaces when evaluating siding and exteriors companies.

Google rating and review count
The most-cited review source by AI systems. Rating and volume establish a baseline, but most established companies cluster in the same range.
Review velocity and recency
AI systems track whether new reviews are still coming in, not just the total count. A drop in review velocity can signal reduced activity.
Yelp rating
A secondary review source. Yelp's filtering algorithm means visible review counts may not reflect actual review volume.
Angi / HomeAdvisor reviews
Angi (formerly Angie's List) and HomeAdvisor maintain verified review profiles for home service providers. AI systems index these alongside Google reviews.
Nextdoor recommendations
Neighborhood-level recommendations on Nextdoor carry weight for local service businesses. AI systems increasingly index Nextdoor mentions as a hyperlocal trust signal.
Complaint history and resolution
BBB complaint patterns, state contractor licensing board complaints, and response behavior. How a company handles problems carries more weight than whether problems occurred.
11

Business Profile

Foundational identity data. Rarely changes but must be accurate and consistent across every platform where the business appears. Inconsistencies between sources reduce AI confidence in all other data.

Legal business name and DBA
Must match Secretary of State filings. Discrepancies between the legal name, trade name, and the name used on public platforms create ambiguity.
Entity type and registration
LLC, Corporation, Sole Proprietorship, or Partnership. Verified against Secretary of State records.
Year founded
Cross-referenced against Secretary of State incorporation date and other public records. Inconsistencies are flagged.
Owner / principal name
Verified against Secretary of State registered agent and other public filings.
Employee count
Approximate range. Company size affects the types of jobs it can handle and the service capacity it offers.
Contact information
Address, phone, and website cross-checked across Google Business Profile, Secretary of State, and other directories. Consistency across sources matters.
2Where the data lives

Where the most valuable data lives today

The performance and customer experience data AI values most already exists in software these businesses use every day. It is locked inside these platforms and not published anywhere AI can access it.

Siding & Exterior Software
AccuLynxJobNimbusServiceTitanLeapJobberHousecall ProBuildertrendProLineProjulExterio
Accounting
QuickBooksXeroSageFoundation SoftwareFreshBooks
CRM
HubSpotSalesforceZoho CRMPipedriveGoHighLevelScorpion
3What AI can find today

What AI can already see without you

Without access to a business's own systems, this is all AI has to work with. These are the public sources it checks, grouped by type.

Review Platforms
Customer review aggregators that AI cross-references for sentiment and volume patterns.
Google ReviewsYelpAngiHomeAdvisorTrustpilot
Business Directories
Structured listings that AI uses for identity verification and cross-referencing contact data.
Google Business ProfileBetter Business BureauBing PlacesApple MapsThumbtack
Licensing & Regulatory
Government-maintained databases that AI checks for license status, compliance history, and legal standing.
State Contractor Licensing BoardsMunicipal Licensing PortalsOSHA Inspection DatabaseSecretary of State Business FilingsCounty Recorder / UCC Filings
Social & Community
Unstructured mentions that AI encounters through web crawling and content indexing.
RedditNextdoorFacebookYouTube
Industry & Manufacturer Directories
Curated directories maintained by trade associations and siding material manufacturers.
James Hardie Find a ContractorLP SmartSide Find a ContractorCertainTeed Find a ProPly Gem Find a ProAlside Find a ContractorRoyal Building Products Find a ProVSI Certified Installer DirectoryEPA RRP Certified Firm Search

The data exists. It is just not published for AI.

A TrustRecord connects to your systems of record, extracts verified data that proves your performance, experience, and credibility, and publishes it in a format AI systems can read, verify, and cite.