Clinical items still open
- Pending lab or imaging results
- Consults ordered but not completed
- IV to oral medication switch not yet made
- Therapy evaluation not yet done
AI Agents / Discharge Planning
AI Discharge Planning Software for Hospitals
A patient is medically ready, but the skilled nursing bed, the oxygen order or the payer authorization is not, and nobody saw it coming on day one. Agnotic Technologies builds AI discharge planning software that surfaces those barriers early and keeps the plan moving, with case managers making every call.
Case managers decide42 CFR 482.43 mappedBarrier list per patientHIPAA-ready
Trusted by global innovators
What is AI discharge planning software?
AI discharge planning software reads the inpatient record to find what could delay a safe discharge, such as pending tests, post-acute placement, equipment, transport or payer authorization, and turns it into a barrier list per patient. Agnotic Technologies builds it for hospitals, with case managers reviewing and deciding every step.
The software does not decide when a patient goes home. Physicians and case managers do. Its job is to make sure the work that has to happen before discharge starts early enough, and that the hospital can show it happened.
This page covers the barrier list, the post-acute packet and the Conditions of Participation checklist. Readmission risk scores and discharge summary drafting have their own pages, linked below.
Barrier taxonomy
Which discharge barriers does the software track?
Each barrier has a source in the record, an owner and a status. The taxonomy is agreed with your case management team before the first model is trained.
Post-acute placement
- Skilled nursing or rehab bed not confirmed
- Home health agency not yet accepted
- Hospice referral open
- Patient choice list not yet presented
Equipment and medications
- Oxygen or DME order not placed
- Home infusion not arranged
- Prior authorization for a discharge drug
- Pharmacy benefit check not done
Payer and logistics
- Post-acute authorization pending
- Transport not booked
- Caregiver teaching not completed
- Follow-up appointment not scheduled
Original checklist
How does each 42 CFR 482.43 duty map to software?
The discharge planning Condition of Participation sets duties, not software. Agnotic Technologies maps each duty to an event the system records, so a survey or internal audit can see that it was done and when.
| Duty in 42 CFR 482.43 | What the software does | Event that proves it was done |
|---|---|---|
| Identify patients early who need discharge planning (a) | Screens every admission against the agreed criteria and flags patients for evaluation | Screen result with time, criteria met and the case manager notified |
| Complete a timely discharge planning evaluation (a)(1), (a)(2) | Opens an evaluation task with likely post-hospital needs prefilled from the record | Evaluation completed and signed by a nurse, social worker or other qualified staff |
| Put the evaluation in the record and discuss it with the patient (a)(3) | Files the evaluation to the chart and prompts the conversation | Evaluation filed, discussion documented with date and participant |
| Re-evaluate when the condition changes (a)(6) | Watches new orders, results and status changes and reopens the plan | Re-evaluation task created and closed, plan version updated |
| Present the post-acute provider list and respect patient choice (d) | Builds the list of available providers for the patient's area and records the choice | List presented, choice recorded, network note shown for managed care members |
| Send necessary medical information at discharge (b) | Assembles the referral packet for the chosen post-acute provider | Packet sent, receipt confirmed, sender and time logged |
Your compliance and case management leads confirm the mapping against your policies. The software produces the evidence; the hospital remains responsible for meeting the Condition of Participation.
Handoff flow
From admission to a ready discharge
The flow we build, with a person at each decision point.
Admission screen
Within the first hours, the admission is screened and patients who need planning are placed in the case manager's queue with the reason shown.
Expected discharge date set
The care team sets an expected date. The software tracks it against the open barriers and shows when the two stop lining up.
Barriers worked daily
Each barrier has an owner. Case managers see what changed overnight and what is blocking the expected date today.
Choice and authorization
The provider list is presented, the patient's choice is recorded, and the post-acute authorization request goes to the payer.
Packet and handoff
The referral packet goes to the chosen provider, receipt is confirmed and the plan is closed with every step on the timeline.
Post-acute referral packet
What goes in the post-acute referral packet?
The packet is assembled from the record and reviewed by the case manager before it is sent. Where the receiving provider can accept FHIR, we use the HL7 PACIO Transitions of Care profiles.
- Reason for admission, hospital course and current problems
- Medication list after reconciliation, with changes marked
- Functional status and therapy assessments
- Goals of care and treatment preferences
- Equipment, wound care and diet orders
- Follow-up appointments and the responsible practitioner
- Advance directive status and caregiver contact
- Payer authorization reference and dates
People decide
Who signs off on the discharge plan?
Every suggestion goes through a review queue. The software never closes a barrier, chooses a provider or sends a packet on its own.
Case manager review queue
Flags, barrier changes and draft packets wait for a case manager to accept, edit or dismiss, with the reason recorded.
Patient choice protected
Provider lists are built from availability and the patient's area, never ranked by a model, and the patient's choice is recorded as given.
Explained flags
Each barrier flag shows the order, result or note it came from, so a reviewer can check it in seconds.
Minimum necessary in packets
Packets carry what the receiving provider needs for the transition, and every send is logged under a BAA.
Compliance-First Healthcare App Development Services Backed by Global Standards
01
HIPAA
Health Insurance Portability and Accountability Act
Protect PHI with privacy-first architecture, encrypted storage and transmission, strict access controls, and traceable audit logs.
02
GDPR
General Data Protection Regulation
Implement lawful consent flows, data minimization, retention controls, and secure processing for sensitive health data.
03
FHIR
Fast Healthcare Interoperability Resources
Enable standardized health data exchange across apps, care teams, and systems through standards-based FHIR APIs.
04
HL7
Health Level Seven International
Support enterprise-grade interoperability with HL7-based integrations for records, events, and clinical messaging workflows.
05
HITRUST
Health Information Trust Alliance
Align security programs to healthcare-specific control and risk management practices trusted by providers and ecosystem partners.
06
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.
07
SaMD
FDA Software as a Medical Device
Plan software quality, traceability, and documentation pathways for products that may require SaMD review and submission.
08
MDR (EU)
Medical Device Regulation (European Union)
Prepare EU market-ready processes for risk classification, evidence tracking, and lifecycle governance under MDR expectations.
09
SAMHSA
Substance Abuse and Mental Health Services Administration
Apply confidentiality controls and consent-aware sharing models for behavioral and mental health data experiences.
Scope drivers
What drives the cost of AI discharge planning software?
We size the work on a scoping call. These factors move effort most.
EHR access
Whether orders, results and notes come over FHIR APIs, HL7 v2 feeds or a data warehouse.
Barrier taxonomy
A short agreed list ships sooner than one that covers every unit's local practice.
Post-acute connections
Sending packets by FHIR, Direct messaging or fax each adds a different integration.
Payer authorization
Tracking authorization status from a portal export is simpler than a live payer API.
Number of units
Starting with one medical unit keeps rules and review queues small enough to tune.
Who it is for
Who uses discharge planning software?
The same barrier list, read by different teams.
Case managers and social workers
One queue of patients who need planning, with barriers and owners.
Unit charge nurses
Today's expected discharges and what is still open for each one.
Utilization review
Authorization status for post-acute stays and payer requests in one place.
Hospital quality teams
Evidence for each Condition of Participation duty, ready for review.
Post-acute partners
Complete referral packets that arrive before the patient does.
Health tech startups
Discharge planning products sold to hospitals, built with tenant separation.
How we work
How does a discharge planning engagement work?
Three stages, starting with one unit.
1.
Scoping call
We agree the unit, the barrier taxonomy and the EHR data available, and who reviews each flag.
One unit
2.
Fixed-scope first release
Admission screen, barrier list and review queue for that unit, tested on de-identified or synthetic records first.
Fixed scope
3.
Scale and support
Referral packets, more units and payer authorization tracking, with the taxonomy reviewed with case managers each quarter.
Reviewed
Facts and sources
Which rules shape discharge planning software?
Short facts the checklist is built on, each linked to its primary source.
A hospital's discharge planning process must identify, at an early stage of hospitalization, patients likely to suffer adverse health consequences on discharge without adequate planning, and must give them a discharge planning evaluation.
Source: 42 CFR 482.43(a) (eCFR)The discharge planning evaluation must be included in the patient's medical record and discussed with the patient, and the hospital must regularly re-evaluate the patient's condition and update the discharge plan when it changes.
Source: 42 CFR 482.43(a)(3) and (a)(6) (eCFR)For patients referred to home health, a skilled nursing facility, an inpatient rehabilitation facility or a long-term care hospital, the discharge plan must include a list of available Medicare-participating providers, the patient must be told of the freedom to choose, and the record must show the list was presented.
Source: 42 CFR 482.43(d) (eCFR)At discharge, the hospital must send all necessary medical information about the patient's course of illness and treatment, post-discharge goals of care and treatment preferences to the post-acute providers and practitioners responsible for follow-up care.
Source: 42 CFR 482.43(b) (eCFR)The HL7 PACIO Transitions of Care Implementation Guide (v1.0.0, STU 1, based on FHIR R4) gives a standards-based way to support care transitions and coordination for patients across long-term and post-acute care settings.
Source: HL7 PACIO Transitions of Care IG
Frequently Asked Questions
No. Physicians decide when a patient is ready, and case managers own the discharge plan. The software finds barriers early, keeps them visible and records the work, and every flag goes to a person who accepts or dismisses it.
Readmission risk models score how likely a patient is to come back. Discharge planning software tracks what must be done before the patient leaves. Hospitals often run both, and we can show a risk score from your existing model next to the barrier list.
Yes. We read orders, results, notes and ADT events through your EHR's FHIR APIs or HL7 v2 feeds, and write tasks and documents back where the EHR allows it. The scoping call checks which interfaces your EHR exposes.
Yes. It builds the list of available providers for the patient's area from your post-acute directory, shows the network note for managed care members and records that the list was presented and which provider the patient chose.
It depends on EHR access, the size of the barrier taxonomy and how packets are sent. We agree a fixed first release for one unit on the scoping call and plan the work from that.
Yes. A first release usually covers the admission screen, the barrier list and the case manager queue for one unit. Referral packets and payer tracking follow once the team trusts the barrier list.
Engineers use AI tools for drafts and test generation and review every change. AI tools never see real patient records, and barrier rules are tested against synthetic admissions before they run on live data.