MORNING AFTERNOON NIGHT
1docAI › Enterprise OS › AI Master Roster
SESSION-BASED SCHEDULING

AI Master
Roster

The scheduling engine that thinks ahead — optimising doctor and staff coverage across every clinic, every session, every day, before gaps become problems.

SESSION TYPES
Morning | Afternoon | Night

GAP DETECTION
Real-time, AI Powered

PAYROLL INTEGRATION
Automatic

How the AI Roster Works
Session requirements set
→
AI monitors coverage
→
Gap detected
Internal reallocate first
→
Locum only as last resort
All roster changes auto-feed into attendance and payroll — no re-entry required.

What It Does

The AI Master Roster is 1docAI's intelligent scheduling engine. It manages Morning, Afternoon, and Night sessions across all clinics simultaneously — detecting coverage shortfalls in real time and responding before they affect operations. Rather than waiting for a human to spot a gap and chase a replacement, the system acts first.

Session-Based Scheduling
Morning, Afternoon, and Night sessions across all clinic locations, with per-session staffing requirements — managed simultaneously.
AI Gap Detection
Real-time monitoring flags coverage shortfalls before they become incidents — configurable thresholds per clinic and session type.
Internal Reallocation First
The AI exhausts cross-clinic staff deployment options, respecting contracted hours, before flagging any need for external locums.
Conflict Detection
No doctor or staff member can be double-booked across sessions or clinics. Conflicts are flagged and blocked automatically.

Why Session-Based Scheduling Matters

Community clinics don't run fixed shifts — they run discrete sessions, each with its own patient load, staffing requirements, and revenue profile. The AI Master Roster is built around this reality. Every session is planned, tracked, and optimised individually, giving managers and group leadership precise visibility into coverage at any given moment.

Frequently Asked Questions

  • The system compares each clinic's session requirements against confirmed staff availability in real time. When a session falls below the minimum required headcount — due to leave, absence, or scheduling changes — a gap is flagged automatically. Thresholds are configurable per clinic and session type.

  • Yes. The system provides recommendations, not mandates. Clinic managers can accept, modify, or override any suggestion with a single click. All overrides are logged for governance and audit purposes.

  • If no internal staff can cover a gap without breaching contracted hours or creating conflicts elsewhere, the system flags the session for locum assignment, pulling from the Locum Management registry — where rated, approved locums are tracked with weekday and weekend rates.

  • Yes. Approved roster entries auto-populate attendance records, which feed directly into the payroll computation engine. No manual re-entry is required between scheduling and payroll.

  • Yes. The AI Master Roster is designed for multi-entity clinic groups. Staff employed by one entity can be deployed to another, with inter-company deployment tracked separately for billing and compliance.

Module at a glance
Sessions types Morning | Afternoon | Night
Gap detection Real-time
Locum logic Last resort only
Multi-clinic Yes
Payroll feed Automatic

Built Into the EnterpriseOS Ecosystem

The Master Roster doesn't operate in isolation. Approved roster entries auto-populate attendance records, which feed directly into the payroll computation engine. The Management Dashboard surfaces clinic-level staffing status in real time for group leadership. There is no manual re-entry at any step.