Executive Summary

A window washing owner exhausted door to door outbound and social media is slow to compound. Build a hyperlocal lead generation and routing platform that predicts high-propensity targets, delivers consistent inbound leads, and automates bookings. Publicly available parcel and property APIs, higher quality satellite and street imagery, and inexpensive image models make it possible to score buildings by serviceability and potential spend, which addresses the user's need for faster inbound. At the same time Google Local Services Ads and marketplace lead costs have risen, pushing SMBs to look for more efficient, targeted channels. Finally, small service businesses increasingly use mobile booking and field management apps, so integrating lead-to-route workflows can convert leads faster and capture repeat revenue for predictable LTV. The source context - exhausted D2D and slow social - makes a data-driven, automated inbound channel particularly timely. Combine property level data, computer vision on street/satellite imagery, and booking/routing automation to create a predictive local lead supply for exterior home services. The source explicitly notes D2D outbound was 'absurd' and social media is slow to compound, which signals a need for faster, targeted lead delivery. A product that identifies high-value properties (large glass area, multi story, recent renovations, missing screens), then activates targeted local ads or call outreach and auto-schedules crews closes the gap between discovery and conversion. Over time a data moat forms from conversion outcomes tied to property identifiers and routing performance, improving lead scoring and lowering acquisition cost for customers.

Market Opportunity

Window cleaners getting no inbound - local lead gen + field automation targets a $6.0B = 1.2M home service businesses x $5,000 annual marketing spend per business. Rationale: US has roughly 1.0-1.4M small home service firms including cleaners, landscapers, pressure washers; average SMB spends several thousand annually on lead acquisition and local ads. total addressable market with medium saturation and a year-over-year growth rate of 8% annual growth in digital local advertising and lead marketplaces.

Key trends driving demand: Property data availability -- parcel, tax, and municipal records are more accessible via APIs, enabling precise address level targeting.; Better imagery and CV models -- satellite and street view image quality plus cheap vision models allow automated identification of target building features.; Rising local ad costs -- increasing CPCs in search and social force SMBs to pursue higher ROI channels and direct lead funnels.; Adoption of field apps -- widespread use of mobile booking and routing tools makes lead-to-job automation technically feasible and appealing to operators..

Key competitors include Google Local Services Ads, Thumbtack, Angi / HomeAdvisor, Jobber / ServiceTitan (adjacent).

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Window cleaners getting no inbound - local lead gen + field automation

Executive Summary

Market Validation

Market Opportunity

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