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    Hospital command-center view of beds, staffing, and OR schedule
    Operations · Capacity

    Hospital Resource Management AI

    An agent that turns live capacity signals into concrete recommendations for beds, staffing, and OR scheduling — surfacing the next best move to bed managers, nurse leaders, and OR coordinators for approval instead of running blind.

    Recommend, don't auto-actHIPAA-ReadyAudit LoggedHL7 v2

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    Lera
    One Minute
    Pento Pix
    TAP
    Xtrium
    Healthevolve
    Benchmark
    Chibasco
    Fundency
    Lantimer
    Lauren
    Lera
    One Minute
    Pento Pix
    TAP
    Xtrium
    Healthevolve
    Benchmark
    Chibasco
    Fundency
    Lantimer
    Lauren
    Lera
    One Minute
    Pento Pix
    TAP
    Xtrium
    Healthevolve

    Capacity decisions made on stale data

    Bed managers, charge nurses, and OR coordinators make high-stakes calls all day — which patient goes where, whether staffing matches acuity, how to sequence the OR — often from whiteboards, phone calls, and a census that's already out of date. Bottlenecks in the ED, mismatched staffing, and idle OR blocks are the visible cost of decisions made without a live, connected picture.

    Architecture

    Reference architecture for how this agent connects to your EHR and data systems.

    Hospital resource optimization pipeline from ADT feeds to recommendations

    Key Capabilities

    Concrete capacity recommendations — beds, staffing, and OR — grounded in live operational data.

    15-Minute Scoping Call

    Live capacity picture

    Ingests HL7 ADT feeds, bed-management status, staffing rosters, and the OR board into one continuously updated operational view.

    Demand forecasting

    Projects near-term admissions, discharges, and unit-level census so managers can see building pressure before it becomes a bottleneck.

    Bed-assignment recommendations

    Suggests placements that match acuity, isolation, and unit constraints, ranking options and flagging conflicts for the bed manager to approve.

    Staffing optimization

    Compares forecast demand and acuity against the roster and recommends shifts, float moves, or flex staff to close gaps.

    Who runs it

    Where the resource agent runs

    Bed management

    Recommend placements that match acuity and isolation while relieving ED boarding.

    Capacity command centers

    Feed forecasts and next-best-move suggestions into the command-center view.

    Nurse staffing

    Align shift staffing to forecast demand and acuity across units.

    OR scheduling

    Surface block-utilization gaps and sequencing improvements for coordinators.

    What resource optimization changes

    Directional impact, validated per deployment rather than guaranteed.

    Real-time
    Beds, staffing, and OR in one live view
    Forecast
    Pressure seen before it becomes a bottleneck
    Advisory
    Every move approved by a manager

    Compliance-First Healthcare App Development Services Backed by Global Standards

    15-Minute Scoping Call
    01HIPAA logo

    HIPAA

    Health Insurance Portability and Accountability Act

    Protect PHI with privacy-first architecture, encrypted storage and transmission, strict access controls, and traceable audit logs.

    02GDPR logo

    GDPR

    General Data Protection Regulation

    Implement lawful consent flows, data minimization, retention controls, and secure processing for sensitive health data.

    03FHIR logo

    FHIR

    Fast Healthcare Interoperability Resources

    Enable standardized health data exchange across apps, care teams, and systems through robust FHIR-ready APIs.

    04HL7 logo

    HL7

    Health Level Seven International

    Support enterprise-grade interoperability with HL7-based integrations for records, events, and clinical messaging workflows.

    05HITRUST logo

    HITRUST

    Health Information Trust Alliance

    Align security programs to healthcare-specific control and risk management practices trusted by providers and ecosystem partners.

    06HITECH logo

    HITECH

    Health Information Technology for Economic and Clinical Health Act

    Design with breach notification readiness, digital record safeguards, and operational controls that support regulated care programs.

    07SaMD logo

    SaMD

    FDA Software as a Medical Device

    Plan software quality, traceability, and documentation pathways for products that may require SaMD review and submission.

    08MDR (EU) logo

    MDR (EU)

    Medical Device Regulation (European Union)

    Prepare EU market-ready processes for risk classification, evidence tracking, and lifecycle governance under MDR expectations.

    09SAMHSA logo

    SAMHSA

    Substance Abuse and Mental Health Services Administration

    Apply confidentiality controls and consent-aware sharing models for behavioral and mental health data experiences.

    Standards

    What it is built against

    HIPAASOC 2HL7FHIRHITRUST
    How It Works

    From live signals to approved moves

    Four stages: capture operational feeds, forecast and optimize under an advisory guardrail, present ranked recommendations, and write approved decisions back.

    1.

    Capture operational feeds

    HL7 ADT events, bed status, staffing rosters, and the OR schedule stream in to form a real-time picture of capacity and demand.

    ADT + roster capture
    2.

    Forecast + optimize

    Demand forecasting and optimization models weigh constraints — acuity, isolation, block time — to generate feasible options, never a single opaque answer.

    Model + guardrails
    3.

    Recommend to managers

    Ranked recommendations with rationale go to the bed manager, nurse leader, or OR coordinator, who approves, adjusts, or overrides.

    Human decision
    4.

    Write back the decision

    Approved moves post to the bed-management, staffing, and OR systems over HL7 v2 and APIs, and the decision and its rationale are logged.

    System write-back

    Related proof

    Read Case Study

    Lera Health: compliant women's health platform

    Related delivery proof from our compliant, AI-assisted healthcare work — not this exact agent.

    Lera Health app across desktop and mobile
    Compliance & Guardrails

    Guardrails on every recommendation

    In healthcare, the guardrails matter as much as the capability.

    15-Minute Scoping Call

    PHI handling

    Operational and patient data run under a BAA on HIPAA-ready infrastructure, encrypted throughout, with access scoped to capacity-management roles.

    Human-in-the-loop

    The agent is advisory by design — bed managers, nurse leaders, and OR coordinators approve every move; nothing changes a schedule automatically.

    Explainability

    Each recommendation shows the constraints, forecast, and trade-offs behind it, so a manager can see why an option was ranked first.

    Audit logging

    Every recommendation, the manager's decision, and the resulting write-back are logged for operational review and accountability.

    Frequently Asked Questions

    Yes. Operational and patient data run under a BAA on HIPAA-ready infrastructure, encrypted in transit and at rest, with access scoped to capacity-management roles. Every recommendation, decision, and write-back is logged for review.

    Give your capacity decisions a live picture

    Tell us your workflow and systems, and we'll return an architecture review and a phased rollout plan.

    Email

    contact@agnotic.com

    Partnerships

    contact@agnotic.com