Automate field operations and business admin for trades with AI

Automate field operations and business admin for trades with AI targets a $12.0B = 2M trades SMBs globally × $6K ACV (annual software + services) assuming SMBs spend on operations and automation tools total addressable market with medium saturation and a year-over-year growth rate of 8% YoY (field service management and construction tech segments growing; industry reports indicate 6-10% yearly growth for FSM software).

Key trends driving demand: AI multimodal advances — photo and text-based quoting is now accurate enough to automate first-pass estimates and reduce time-to-quote.; SMB digitization — more trades businesses are adopting cloud/mobile tools, creating a larger market for lightweight automation.; Shift to outcomes-based pricing — customers expect faster service and accurate ETAs, so products that improve utilization get rewarded.; Integration-first workflows — demand for platforms that connect payments, accounting, and scheduling drives appetite for unified systems..