Stop missing curbside bins with truck-camera AI and automated claims

Stop missing curbside bins with truck-camera AI and automated claims targets a $3.84B = 120M households x $32/year service value (global curbside software & monitoring) total addressable market with low saturation and a year-over-year growth rate of 18% - driven by fleets adopting telematics and smart-city budgets.

Key trends driving demand: Edge AI video -- affordable, resilient on-device inference enables reliable curbside event detection without constant connectivity; Fleet telematics proliferation -- fleets already install cameras and connectivity, lowering marginal costs to add bin-detection capability; Municipal digitization -- cities seek metrics and SLAs for citizen services, making automated evidence attractive for contract KPI enforcement.