Stop hybrid attendance chaos — unified smart attendance across office & remote

Many mid-sized and enterprise HR and facilities teams are drowning in hybrid attendance chaos: managers reconcile calendar presence, desk bookings, badge swipes, and manual time sheets to answer simple questions like who was actually in the office on a given day. This problem affects roughly 1,000,000 potential customers, generates payroll, compliance and planning errors, and wastes managerial hours—often costing companies tens to hundreds of thousands annually. You could build a unified smart attendance platform that ingests calendar data, desk-booking systems, badge/touchpoint signals, and on-premise sensor/edge-AI inference to produce a reconciled, privacy-preserving attendance ledger and real-time roster API. Core offerings would include on-device person-detection (no raw video offsite), HRIS and payroll connectors, one-click audit reports for compliance, and a reconciliation engine that maps attendance signals to payroll and headcount metrics, targeting a $12K ACV per customer. Market timing is favorable: hybrid work has normalized and organizations are allocating budget to solve office/remote reconciliation, sensors and edge AI have matured so automated on-site inference is feasible, and buyers prefer integration-first tools. The addressable market is approximately $12.0B (1,000,000 customers × $12K ACV) with a market score of 90/100 and revenue potential 88/100, indicating scale and willingness to spend. Differentiation comes from privacy-by-design edge models, deep HRIS/payroll/calendar connectors, and a reconciliation accuracy SLA that reduces manual audits—advantages over single-source providers and manual-heavy platforms. Realistic challenges are sensor-installation costs, building robust on-device models across varied environments, and competing with incumbent workforce suites, but focusing on high-value compliance and payroll use cases and pursuing channel partnerships can make this a viable opportunity.