AI verified: Homeowner uploaded 3 photos of corroded pipes under kitchen sink. Budget confirmed via bank pre-approval screenshot. Project scope matches licensed plumber requirements. Homeowner agreed to market-rate pricing after AI Reality Check.

AI verified: Homeowner provided drone photos showing storm damage on 2,400 sq ft roof. Insurance claim filed and approved. Budget range verified against local market rates. Homeowner confirmed realistic expectations via AI Reality Check.

AI verified: Homeowner shared photos of existing 100A panel and utility approval letter. Budget confirmed through financing pre-qualification. Permit requirements noted. Homeowner accepted market-rate range after AI Reality Check.

AI verified: Homeowner uploaded photos of failing 15-year-old unit and recent energy bills showing inefficiency. Budget backed by home equity line. Urgent — summer approaching. AI Reality Check confirmed realistic budget expectations.

AI verified: Homeowner provided photos of current tank water heater and utility room dimensions. Budget verified via savings account statement. Flexible timeline — within 2 weeks. AI Reality Check confirmed homeowner accepts market pricing.