Replace manual biometric clocks with mobile AI attendance and analytics

Replace manual biometric clocks with mobile AI attendance and analytics targets a $18.0B = 6M businesses (100+ employees) x $3,000 ACV total addressable market with medium saturation and a year-over-year growth rate of 12% CAGR (workforce management & time-tracking combined).

Key trends driving demand: Hybrid work -- distributed shifts and remote sites increase demand for mobile, cloud-native attendance tracking.; Edge AI -- on-device vision and liveness reduce latency and privacy risk versus cloud-only biometrics.; Payroll integration demand -- companies want seamless time → payroll flows to reduce errors and compliance fines.; Shift to subscription SaaS -- organizations prefer SaaS for faster feature rollout and lower upfront hardware costs..