On a recent enterprise-development pilot we started with 83 participants across 16 sites. Biometric compliance sat at 78% — the funder needed 80%, so we were failing by a whisker. Six weeks later we were at 96%.
The mechanism was not more supervisors. It was fewer conversations. Every check-in that used to take three phone calls now takes zero — Tshomi handles it in-language on WhatsApp, geofenced, biometric-verified, register-updated live.
The supervisor's job stopped being "chase attendance." It became "resolve exceptions." And there were fewer exceptions because Tshomi cleared 98% of sessions autonomously.
This is the shape of every AI-native rollout that will actually stick: not replacement, but escalation. The human sees only what the machine cannot resolve. Everything else is a receipt.