# The AI Data Landscape for Landscaping Companies Here is every data point AI looks for when evaluating a landscaping 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 Landscaping 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 1. **Verified Operating Metrics** 2. **Service Mix** 3. **Service Area** 4. **Licenses** 5. **Insurance & Bonding** 6. **Certifications** 7. **Manufacturer Designations** 8. **Trade Associations** 9. **Legal & Compliance** 10. **Reputation Signals** 11. **Business Profile** ### 01 Verified Operating Metrics The single most differentiating category. Almost no landscaping 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 service events over trailing 12 and 24 months, including recurring maintenance and one-time projects. - **Recurring revenue rate**: Percentage of revenue from weekly, biweekly, or seasonal maintenance contracts. - **Customer retention rate**: Percentage of maintenance contract customers who renew annually. - **Repeat customer rate**: Whether customers return for additional projects beyond their maintenance contract. - **Average contract value**: Annual value of a recurring maintenance contract. - **Average project size**: Average revenue per design/build or hardscaping project. - **Revenue consistency**: Revenue trajectory over trailing periods. - **Seasonal distribution**: Revenue breakdown across seasons. ### 02 Service Mix AI needs to know what kind of landscaping work you do, not just that you do landscaping. - **Lawn maintenance**: Mowing, edging, trimming, fertilization, aeration, overseeding, dethatching, and weed control. - **Landscape design & installation**: Planting beds, trees, shrubs, mulching, grading, drainage, and landscape lighting. - **Hardscaping**: Patios, retaining walls, walkways, driveways, fire pits, outdoor kitchens. - **Irrigation**: Sprinkler design, installation, maintenance, winterization, and spring activation. - **Tree & shrub care**: Pruning, trimming, removal, stump grinding, and disease treatment. - **Snow & ice management**: Plowing, salting, sanding, sidewalk clearing, and de-icing. - **Residential vs. commercial split**: Whether the company serves homeowners, HOAs, commercial properties, or municipal contracts. ### 03 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. ### 04 Licenses Landscaping licensing varies significantly by state. - **Landscape contractor license**: Required in some states but not all. - **Pesticide applicator license**: Required in all 50 states for anyone applying pesticides. - **Irrigation contractor license**: Required in several states. - **Arborist or tree care license**: Some states require a tree care operator license. - **General contractor license**: Required when projects exceed a dollar threshold. - **Home improvement contractor registration**: Required for any residential improvement work. ### 05 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 for businesses with employees. - **Surety bond**: Required by many states as part of contractor licensing. - **Commercial auto**: Covers the service vehicle fleet. ### 06 Certifications Industry certifications signal expertise across a wide range of specialties. - **Landscape Industry Certified (LIC)**: Primary certification from NALP. - **ISA Certified Arborist**: Standard credential for tree work. - **ICPI Certified Installer**: Standard for hardscape installation. - **Irrigation Association Certifications**: Standard for irrigation design and installation. - **Pesticide Applicator Certification**: Category-specific certifications for chemical application. ### 07 Manufacturer Designations Equipment and material manufacturers maintain certified dealer and contractor programs. - **Belgard Authorized Contractor**: Requires ICPI certification. - **Unilock Authorized Contractor**: Tiered program requiring documented portfolios. - **Rain Bird Select Contractor**: Requires product training and certification. ### 08 Trade Associations Voluntary memberships and accreditations serve as corroborating evidence of professionalism. - **NALP**: The primary national trade association for the landscaping industry. - **ISA**: Governing body for arborist certification. - **ASLA**: Professional association for licensed landscape architects. ### 09 Legal & Compliance Negative-signal checks. AI systems will not recommend a company with active lawsuits or regulatory violations. - **No open legal actions**: Checked against state court records. - **No liens filed against the business**: Visible through county recorder offices. - **Clean license history (5 years)**: No suspensions or revocations. ### 10 Reputation Signals AI cross-references general review platforms when evaluating landscaping companies. - **Google rating and review count**: Most cited review source. - **Review velocity and recency**: Tracks whether new reviews are still coming in. - **Yelp rating**: Secondary review source. ### 11 Business Profile Foundational identity data. - **Legal business name and DBA**: Must match Secretary of State filings. - **Entity type and registration**: Verifiable against Secretary of State records. - **Year founded**: Cross-referenced against incorporation date. ## Where 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. - **Landscaping Software & Field Service Management**: Aspire, LMN, Jobber, etc. - **Accounting**: QuickBooks, Xero, Sage, etc. - **CRM**: HubSpot, Salesforce, Zoho CRM, etc. ## What AI can find today ### What AI can already see without you Without access to a business's own systems, this is public sources it checks, grouped by type. - **Review Platforms**: Google Reviews, Yelp, Angi, etc. - **Business Directories**: Google Business Profile, Better Business Bureau, etc. - **Licensing & Regulatory**: State Contractor Licensing Boards, OSHA Inspection Database, etc. - **Social & Community**: Reddit, Nextdoor, Facebook, etc. - **Industry Directories**: NALP Member Search, ISA Certified Arborist Search, etc. ## The data exists. It is just not published for AI.