Intelligent Roster

V2.0 ✓ Production February 2026

“Phoenix”

IRIS 2.0 · Australian Data Sovereignty · Enterprise Security · Complete Compliance Suite

A landmark release for Intelligent Roster. V2.0 Phoenix migrates to full Australian cloud infrastructure, delivers a next-generation IRIS AI agent, completes a comprehensive security hardening programme, and ships a complete library of enterprise compliance and governance documentation — making Intelligent Roster ready for healthcare organisations with the highest regulatory and data sovereignty requirements.

⚡ What’s New at a Glance
🧠
IRIS 2.0 AI
Major AI agent expansion — smarter gap filling, Roster Health overhaul, expanded tool capabilities
🔐
Security
Comprehensive credential security hardening and SSO experience overhaul
🏥
Roster Engine
Rebuilt grid, day comments, faster validation engine, enhanced conflict detection
📊
Shift Swaps
Auto-expiry, dedicated admin management, improved workflows throughout
📋
Reporting
RosterOn Transfer Report — multi-sheet Excel export organised by craft group
🌎
Australian Cloud
Full production infrastructure on AWS Sydney — Australian data sovereignty
🎗
Admin Tools
Allocation management, distribution intelligence, organisation branding
💬
Feedback
Staff feedback submission, admin management panel, email integration
📧
Email
Improved templates, Outlook compatibility, notification preference controls
📄
Compliance
50+ enterprise security, privacy, governance, and user documentation added
IRIS 2.0 — Major AI Expansion

IRIS has been substantially expanded with new intelligence capabilities, a richer tool set, and deeper integration across the roster engine.

  • Smarter gap filling — IRIS now analyses workforce distribution context before recommending vacancy fills — balancing fairness, availability, and role eligibility simultaneously for more equitable outcomes.
  • Roster Health overhaul — Each health violation now surfaces the specific shift, the staff member affected, the rule breached, and a suggested remediation path — not just a flag.
  • Real-time health scoring — Roster health score integrated into the Intelligence Bar for continuous, live roster monitoring.
  • Expanded AI tool library — New capabilities across scheduling, availability, vacancy management, and compliance domains — all orchestrated through IRIS’s unified agent.
  • AI Dashboard upgrade — New visualisation panels, trend tracking, and IRIS activity insights for administrators and roster builders.
  • Fairness improvements — Enhanced fairness scoring for more balanced roster recommendations across extended periods.
🔐
Security Hardening

A comprehensive security hardening pass across the platform, raising the bar for credential management, authentication, and access control.

  • Credential security uplift — All credential management tightened across the platform. Server environments now enforce strict configuration requirements at startup, preventing misconfigured deployments from running.
  • SSO auto-redirect — Organisations can now enforce automatic redirection to their identity provider on email entry, removing friction for SSO users and eliminating reliance on manual login flows.
  • SSO-aware profile management — Profile and admin interfaces now correctly surface SSO-specific controls and hide irrelevant password options for SSO-linked accounts.
  • SSO onboarding — SSO users now receive appropriate onboarding communications regardless of the authentication pathway used.
  • Organisation branding on login — Organisations can now display their own logo and identity branding on the login page, providing a familiar and professional entry point for staff.
Roster Engine Upgrades
  • Rebuilt roster grid — The core roster view has been rebuilt for improved rendering performance, visual consistency, and reliability across all roster configurations.
  • Day comments — Roster managers can now attach contextual comments to specific days on the roster, visible directly in the grid — useful for operational notes, event flags, and communication with staff.
  • Faster validation — The roster validation engine has been rewritten for parallel processing, delivering significantly faster compliance checking for large and complex rosters. Violation messages now include full contextual shift information.
  • Conflict detection rebuild — Conflict detection logic has been substantially rearchitected to handle a wider range of overlapping assignment patterns with greater precision.
  • Improved rest calculation — Edge cases around overnight shifts and cross-day patterns now handled correctly.
📊
Shift Swaps
  • Auto-expiry — Stale swap requests that have not been actioned now automatically expire, keeping the swap queue clean and actionable.
  • Admin swap management — A new dedicated interface for administrators to oversee, action, and audit shift swap workflows end-to-end.
  • Cascade cancellation — Related pending swap offers are automatically cancelled when a parent swap is withdrawn, preventing orphaned requests.
  • Service consistency — All swap actions now run through a unified service layer, ensuring consistent validation and audit trail across every swap pathway.
📋
RosterOn Transfer Report

A new report purpose-built for payroll and workforce management handoff.

  • Multi-sheet Excel export — Generates a structured Excel workbook with a separate sheet per craft group, ready for upload to workforce management and payroll systems.
  • Accessible everywhere — Available from both the Reports page and the Roster Command Center for fast access at the end of a roster period.
  • Accurate period calculations — Pay period logic significantly enhanced to handle complex shift patterns and cross-period assignments.
🌎
Australian Cloud Infrastructure

Intelligent Roster is now live on fully Australian cloud infrastructure, meeting data sovereignty requirements for Australian healthcare organisations.

LayerTechnology
Frontend deliveryGlobal CDN with Australian origin
ApplicationContainer-based, auto-scaling cloud compute
DatabaseManaged PostgreSQL with automated daily backups
CacheManaged Redis for session and performance caching
NetworkingHTTPS load balancing with CDN acceleration
Secrets managementCentralised secrets vault — no credentials in code
Data regionAustralia (Sydney)
Domainaus.intelligentroster.com
🎗
Admin Tools & Staff Experience
  • Allocation management — Administrators can now directly manage shift allocations outside the standard roster generation flow, supporting overrides, ad hoc insertions, and allocation audits.
  • Distribution intelligence — A new workforce distribution context service powers IRIS and vacancy workflows with richer data for fairer, more balanced staffing recommendations.
  • Improved vacancy matching — Candidate scoring for open vacancies significantly refined for more accurate and equitable recommendations.
  • Performance improvements — New database indexes deliver measurably faster roster, shift, and availability queries at scale.
  • Feedback system — Staff can now submit feedback directly within the application. Administrators can manage, filter, and respond via a dedicated admin panel.
  • Notification preferences — Staff now control their own email notification preferences, including digest frequency and update types.
  • Outlook-compatible email — All email templates updated for correct rendering in Microsoft Outlook.
📄
Enterprise Compliance Documentation — 50+ Documents

A complete library of enterprise-grade compliance, governance, and operational documentation — ready for hospital procurement reviews, security assessments, and clinical governance processes.

CategoryCoverage
Security PoliciesInformation Security, Access Control, Encryption, Incident Response, Vulnerability Management, Acceptable Use
Privacy & DataPrivacy Policy, Data Protection, Data Retention, Data Processing Agreement, Data Breach Response
Compliance AuditsSecurity Audit Checklist, Compliance Self-Assessment, Penetration Test Policy, Business Continuity & DR Test Plan
OperationsBusiness Continuity Plan, Disaster Recovery Plan, Change Management, Release Management, Backup & Recovery
Customer-FacingTerms of Service, Service Level Agreement, Security Whitepaper, Subprocessor List, Onboarding Checklist
User GuidesStaff Guide, Organisation Admin Guide, Roster Builder Guide, SSO Configuration Guide
IRIS DocumentationHow IRIS Works — User Guide, IRIS Seven-Point Audit System
V2.0
Major Release
Australian
Data Sovereignty
50+
Compliance Docs
IRIS 2.0
AI Engine
Now Officially Named & Versioned
IRIS 2.0 — Intelligent Roster & Intelligence System
Intelligent Roster® is built on Intelligent Mind®’s proprietary five-level hierarchical architecture that enables true time-based scheduling flexibility.
© 2026 Intelligent Mind®
V1.1 February 2026

“Vital Signs”

Smarter AI. Deeper Compliance. Complete Roster Health Visibility.

A major intelligence and compliance upgrade. This release rebuilds the IRIS AI engine around a modern tool-use architecture, introduces tier-based rest calculation for nuanced fatigue management, and adds a centralised Roster Health dashboard — giving roster builders instant visibility into conflicts, violations, coverage gaps, and AI-recommended actions, all in one place.

What’s New in Vital Signs
Rebuilt IRIS AI with 20+ intelligent tools · Tier-based rest calculation · Roster Health Command Centre · Comprehensive seven-point audit system · Backend conflict detection engine
IRIS Unified Agent — Next-Generation AI

The IRIS AI engine has been completely rebuilt from multiple specialised services into a single unified agent with a tool-use architecture — making it faster, more accurate, and far more contextually aware.

  • Tool-use design — IRIS now calls 20+ purpose-built tools on demand: querying assignments, checking availability, validating compliance, filling gaps, and analysing coverage — all intelligently orchestrated.
  • Unified experience — All IRIS interactions (questions, roster generation, audits, commands) route through a single intelligent endpoint that determines the right approach automatically.
  • Streaming responses — Real-time streamed responses so users see IRIS thinking and acting live, not waiting on batch results.
  • Conversation memory — IRIS maintains context across a conversation for natural, multi-turn interactions without repeating yourself.
  • Transparent usage tracking — Clear visibility into AI usage across your organisation.
Tier-Based Rest Calculation

Rest period requirements are no longer flat minimums. V1.1 introduces shift-length-dependent rest tiers grounded in real-world fatigue science — a significant step forward for clinical workforce safety.

  • Graduated rest requirements — Rest hours scale with shift length. Shorter shifts carry lower rest requirements; longer and extended shifts trigger proportionally greater rest periods.
  • Separate day and night tiers — Independent rest tier tables for day and night shifts, recognising the different fatigue profiles of each.
  • Consecutive shift stacking — Shifts in close succession are treated as a continuous work block for accurate fatigue calculation.
  • Organisation-configurable — Each organisation defines its own rest tiers to match enterprise agreements, industrial awards, and clinical governance requirements.
Roster Health Modal

A new centralised command centre for roster quality — giving roster builders a single place to triage issues instead of hunting across the grid.

  • Summary dashboard — Five at-a-glance cards: Conflicts, Compliance Violations, Coverage Gaps, Open Shifts, and Pending Shift Swaps.
  • Tabbed detail views — Drill into each category with expandable items showing affected staff, dates, and specific issues.
  • IRIS Recommendations — AI-generated suggestions with confidence scores for resolving each identified issue.
  • Ask IRIS — Natural language queries about roster health directly from within the modal.
  • Quick actions — One-click resolution of conflicts, gap filling, and shift management.
  • Grid navigation — Jump directly to the affected cell in the roster grid from any issue item.
Seven-Point Roster Audit

The AI Dashboard now provides a comprehensive seven-point roster audit with a composite health score — giving organisations a clear, objective measure of roster quality.

  • Fatigue Risk Score — Composite safety metric analysing rest violations, consecutive shift patterns, and overtime exposure.
  • Night Shift Compliance — Dedicated audit for post-night rest adherence, night block sizes, and consecutive night limits.
  • Master Roster Adherence — Comparison of the roster template against the published live roster.
  • Preference Satisfaction — Tracks how well the roster honours staff preferences and configured rules.
  • Availability Breakdown — Assignments analysed across four availability tiers: Preferred, Available, Unmarked, and Unavailable.
  • Rule Violation Summary — Aggregated view of all active rule violations with severity and affected staff.
  • Composite Health Score — A single 0–100 score summarising overall roster quality with actionable improvement items.
Enhanced Conflict Detection

A rebuilt conflict detection engine that catches issues at the point of scheduling — before they reach staff.

  • Double booking detection — Identifies overlapping assignments for the same staff member across any shift combination.
  • Tier-aware rest violations — Checks minimum rest using the new graduated rest tiers rather than flat values.
  • Consecutive shift limits — Enforces organisation-specific consecutive day and night shift limits.
  • Weekly hours monitoring — Tracks cumulative hours against configurable thresholds.
  • Qualification validation — Validates role qualifications against vacancy requirements, including complex multi-role vacancies.
  • Leave conflict detection — Flags assignments that overlap with approved leave periods.
Additional Improvements
  • Safety Standards configuration — Updated settings interface for configuring rest tiers, consecutive shift limits, and all compliance parameters in one place.
  • Improved assignment workflow — Redesigned shift assignment experience with clearer validation feedback and proactive rest warnings before confirming.
  • Expanded rule library — Additional compliance and preference rule types to support more complex roster requirements.
  • Improved vacancy management — Enhanced coverage analysis and more accurate candidate matching for complex multi-role vacancies.
  • Shift swap improvements — More robust swap validation and matching logic for complex schedule scenarios.
20+
IRIS AI Tools
7
Audit Dimensions
Tier-Based
Rest Calculation
0–100
Health Score
V1.0 January 2026

“Green Field”

AI-Powered Healthcare Workforce Scheduling Platform

The inaugural release of Intelligent Roster — a clinician-designed, AI-powered roster management platform built from the ground up for healthcare organisations. Introduces a proprietary five-level roster architecture, an integrated AI co-pilot named IRIS, and enterprise-grade security — purpose-built for hospitals, emergency departments, and clinical teams.

Five-Level Roster Architecture

A proprietary hierarchical architecture that enables true time-based scheduling flexibility — moving beyond rigid, pattern-locked rosters to a fully dynamic, living system.

L1

Streams & Shift Patterns

Define departments, wards, or units. Configure shift types (AM, PM, Night, On-Call) with start and end times, break durations, and colour coding.

L2

Vacancy Planning

Set staffing requirements per shift per day. Supports single and multi-craft-group vacancy types for flexible role and qualification coverage.

L3

Master Roster

Build repeatable roster templates that flow into the live roster. Copy, bulk assign, and manage recurring patterns with ease.

L4

Staff Availability

Time-based availability — not pattern-locked. Staff submit Preferred, Available, or Unavailable windows with recurrence rules and smart suggestions.

L5

The Living Roster

The final published roster where all levels converge. Real-time conflict detection, manual and AI-assisted assignment, publish workflows, and full version history.

IRIS — AI Co-Pilot for Roster Intelligence

IRIS (Intelligent Roster Intelligence System) is the embedded AI assistant powered by leading models from OpenAI and Anthropic, purpose-built for healthcare scheduling.

  • Natural language queries — Ask IRIS about coverage, hours, conflicts, and staffing in plain English. No training required for staff.
  • AI roster generation — Generate full or partial rosters in one click, automatically respecting availability, qualifications, fairness, and compliance rules.
  • Intelligent gap filling — Automatically detect and fill staffing gaps with qualified, available staff, with live progress feedback throughout.
  • Conflict resolution — AI-powered detection and one-click resolution suggestions for double bookings, rest violations, and qualification mismatches.
  • Fairness scoring — Equitable distribution of hours, weekends, nights, and public holidays across all staff.
  • Decision transparency — Full visibility into why IRIS made each assignment decision, supporting accountability and audit.
Compliance & Safety
  • Fatigue management — Configurable minimum rest hours between shifts, post-night-shift rest enforcement, and consecutive shift limits aligned to workforce standards.
  • Scope of practice matching — Assignments validated against staff qualifications and role memberships before any shift is saved.
  • Real-time validation — Every assignment is checked against compliance rules instantly, with override capability and a full audit trail.
  • Organisation-specific rules — Customise maximum daily and weekly hours, consecutive day limits, and rest requirements per organisation.
Fairness Intelligence
  • Fairness auditing dashboard — Track distribution of hours, weekend shifts, night shifts, and public holiday assignments across all staff in one view.
  • Pre and post-roster analysis — Compare fairness metrics before and after roster generation to identify and correct imbalances before publishing.
  • Historical trend tracking — Monitor equity over rolling periods to support long-term workforce wellbeing and retention.
Leave Management
  • Integrated leave planner — Staff request leave, managers approve, and IRIS factors approved leave into roster generation automatically.
  • Leave calendar visualisation — Visual overview of all approved, pending, and rejected leave across the organisation.
  • AI coverage analysis — IRIS assesses the staffing impact of leave approvals, surfacing risks before leave is confirmed.
Shift Deck & Swap Marketplace
  • Shift Deck — Centralised view of all shifts with real-time status tracking: filled, open, and swap-pending.
  • Shift swap marketplace — Staff initiate swaps, AI matches compatible opportunities, managers approve through a structured workflow.
  • Real-time synchronisation — Live updates across all connected users the moment any roster change is made.
  • Staff self-service pickup — Open shifts published for eligible staff to claim directly, reducing admin overhead.
Enterprise Security & Access Control
  • Role-based access control — Five permission tiers from Super Admin to Staff, with access scoped by department and role combinations.
  • Organisation data isolation — Complete data separation between organisations with configurable settings per tenant.
  • Enterprise Single Sign-On — Integrates with Microsoft Entra ID, Google Workspace, and standard OIDC identity providers.
  • Multi-factor authentication — Authenticator app support with email fallback. Organisation-level MFA enforcement available.
  • Encryption at rest — Sensitive data fields encrypted using AES-256-GCM.
  • Comprehensive audit logging — All roster changes, access events, and administrative actions logged with full context.
Technology Foundation

Built on a modern, cloud-native stack designed for reliability, performance, and security in healthcare environments.

Frontend
ReactTypeScriptTailwindCSSReal-time WebSockets
Backend
Node.jsREST APIJWT Authentication
Database
PostgreSQLManaged Migrations
AI Models
OpenAIAnthropic Claude
5
Roster Levels
SSO + MFA
Enterprise Security
2
AI Models Integrated
Real-time
Live Roster Sync