A mobile-first recognition workflow with edge processing, local persistence and cloud sync for operational auditability.
System pattern
ai loop
A recognition workflow needed better confidence, on-device responsiveness and protection against simple spoofing attempts.
Delighteck combined mobile camera UX, face processing, liveness checks, local storage, cloud sync and admin review workflows.
Mobile camera captures and validates the face flow.
On-device processing provides fast feedback.
SQLite stores operational records locally.
Cloud sync keeps admin and reporting workflows current.
The experience became faster and more practical for real-world check-in scenarios while preserving an auditable sync path.
Faster check-in/check-out experience.
Better resilience when connectivity is inconsistent.
Audit-ready data path for attendance operations.
We can help you clarify technical constraints, delivery phases, risks and a practical production path.
