Active Patients
47
3 ICU Β· 12 surgical Β· 32 general
Critical Alerts
5
Sepsis risk Β· drug interaction Β· vitals
AI Notes Generated
124
Today Β· 94% accepted unchanged
Coding Accuracy
98.4%
ICD-11 + CPT auto-coded
π€ AI Agent Status
14 clinical agents across diagnostic, operational, and safety layers
Sepsis Early WarningCRITICAL Β· 2 flagged
Clinical Notes AIRunning Β· 31 drafts
Drug Interaction Monitor1 interaction flagged
Diagnostic SupportRunning Β· 8 cases
Medical Coding AgentCoded 47 encounters
HIPAA Compliance MonitorAll clear Β· 100%
π‘ Live Clinical Feed
Real-time AI agent actions across all wards
Critical Patients β Immediate Attention Required
PT-2024-0847
CRITICALM. Harrington, 67F
β AI: Sepsis criteria met β lactate 4.1 mmol/L
PT-2024-0912
REVIEWJ. Chen, 54M
AI: Drug interaction flagged β Warfarin + Ciprofloxacin
PT-2024-0934
STABLEA. Williams, 42F
AI: Improving Β· Oral switch eligible in 24h
Why HealthcareOS
β Documentation Burden
Physicians spend 49% of their time on documentation β not with patients. Clinical Notes AI reduces that to 12 minutes per patient from 35 minutes, using ambient voice + structured templates.
π Medication Errors
400,000 preventable adverse drug events occur annually in US hospitals. The Drug Interaction Monitor checks every prescription against patient history, allergies, and current medications in real time.
π· Revenue Leakage
Hospitals lose 3β5% of revenue to undercoding. The Medical Coding Agent auto-codes ICD-11 and CPT codes from clinical notes, capturing every billable service with 98.4% accuracy.
Critical
3
Review
8
Stable
29
Discharge Today
7
Avg LOS
4.2d
Active Patient Census
PT-2024-0847
CRITICALM. Harrington, 67F
PT-2024-0912
REVIEWJ. Chen, 54M
PT-2024-0934
STABLEA. Williams, 42F
PT-2024-0956
ADMITTEDR. Okafor, 71M
PT-2024-0978
STABLEE. Novak, 38F
PT-2024-0991
REVIEWT. Bakr, 62M
Patient Detail β PT-2024-0847
M. Harrington, 67F
ICU Bed 3 Β· Admitted: 18 May 2026 Β· Dr. S. Ahmed
NEWS2 Score
9 β Urgent review
Sepsis Risk
0.87 β HIGH
Lactate
4.1 mmol/L β
BP
88/54 mmHg β
β AI Clinical Flags
1. Sepsis-3 criteria met: suspected infection + SOFA score β₯2
2. Lactate 4.1 β Septic shock threshold (β₯2 mmol/L criteria met)
3. Blood cultures not yet collected β draw before antibiotics
4. Consider Norepinephrine if MAP remains below 65 mmHg
2. Lactate 4.1 β Septic shock threshold (β₯2 mmol/L criteria met)
3. Blood cultures not yet collected β draw before antibiotics
4. Consider Norepinephrine if MAP remains below 65 mmHg
Total Agents
14
Decisions Today
1,284
Critical Flags
5
Accuracy
98.4%
Clinical Safety Agents
Sepsis Early Warning
Continuously monitors vitals, lab values, and clinical notes. Calculates NEWS2, qSOFA, and Sepsis-3 criteria in real time. Alerts within 60 seconds of threshold breach.
Running Β· 2 critical
ReAct + Live VitalsDrug Interaction Monitor
Checks every prescription order against patient allergy profile, current medications, renal/hepatic function, and 480,000+ drug interaction pairs. Blocks contraindicated orders.
Running Β· 1 interaction
Sequential + KBRisk Stratification
Calculates 30-day readmission risk, deterioration risk, and VTE/pressure ulcer risk for all admitted patients. Drives proactive care planning.
Running Β· 47 patients
Reflection + MLClinical Intelligence Agents
Diagnostic Support
Differential diagnosis generator from symptoms, labs, imaging reports, and patient history. Suggests next investigations with clinical justification and evidence citations.
Running Β· 8 active cases
ReAct + RAGImaging Analysis
Pre-reads radiology reports, flags critical findings (pneumothorax, PE, stroke), and extracts structured data for clinical decision support. Radiologist review always required.
Running Β· 12 scans
Reflection + VisionLab Interpretation
Contextualises lab results against patient baseline, trend analysis, and clinical context. Identifies critical values requiring immediate action across all lab modalities.
Processing Β· 24 panels
ReAct + TrendsOperations Agents
Clinical Notes AI
Ambient voice-to-structured note conversion. Generates SOAP notes, discharge summaries, and referral letters from dictated or transcribed encounters. 94% accepted unchanged.
Running Β· 31 drafts
Reflection + VoiceMedical Coding Agent
Auto-codes ICD-11 diagnoses and CPT procedure codes from clinical notes. Captures all billable diagnoses including comorbidities. 98.4% first-pass accuracy.
Running Β· 47 coded
Reflection + RAGSmart Scheduling
Optimises OR scheduling, bed allocation, and outpatient appointment slots based on acuity, resource availability, and predicted length of stay.
Running Β· 8 ORs
Planning + OptimisationHIPAA Compliance
Monitors all AI outputs for PHI exposure, access patterns for unusual behaviour, and consent compliance. Every disclosure logged and auditable.
Running Β· all clear
Sequential + AuditDischarge Planning
Predicts discharge date, identifies post-acute care needs, coordinates home health referrals, and generates patient education materials in plain language.
Idle Β· 7 patients
Planning + RAGPatient Communication
Automated appointment reminders, pre-procedure instructions, post-discharge follow-up, and chronic disease management check-ins. Multi-lingual support.
Running Β· 84 messages
Reflection + HumanCritical
2
Immediate action
High Priority
3
Within 1 hour
Resolved Today
28
Avg MTTR 4m 20s
AI Accuracy
94%
Alert precision rate
Active Clinical Alerts
Sepsis-3 Criteria Met β PT-2024-0847 M. Harrington
Lactate 4.1 mmol/L, MAP 58 mmHg, suspected source UTI/pneumonia. SOFA score 4. Septic shock criteria met. Blood cultures not yet collected. Immediate: draw cultures, initiate IV broad-spectrum antibiotics, IV fluids 30mL/kg, consider vasopressors.
Critical Drug Interaction β PT-2024-0912 J. Chen
Newly prescribed Ciprofloxacin 500mg interacts with Warfarin 5mg daily (INR 2.8). Risk: significant INR elevation, major bleeding. Recommendation: switch to Trimethoprim/Sulfamethoxazole if culture allows, or reduce Warfarin dose with daily INR monitoring.
Deterioration Risk β PT-2024-0956 R. Okafor
Cardiology patient with NSTEMI showing early signs of acute decompensation: SpO2 trending down (96%β92% over 4h), increased work of breathing. Troponin repeat due. AI predicts 34% deterioration risk in next 6h.
Critical Lab Value β PT-2024-0991 T. Bakr
Blood glucose 2.1 mmol/L (38 mg/dL) β critical hypoglycaemia threshold. Patient currently on insulin infusion for DKA. Immediate: pause insulin infusion, administer 50mL 50% dextrose IV, recheck glucose in 15 minutes.
High Readmission Risk β Discharge Flagged
PT-2024-0789 (D. Walsh, 78M, CHF) scheduled for discharge today. AI readmission risk score: 0.71 (30-day). Risk factors: lives alone, medication non-adherence history, no cardiology follow-up booked. Recommend: arrange home health visit within 48h before discharge.
Cases Today
47
Accuracy
91%
Top-3 DDx match
Evidence Citations
284
Time to DDx
38s
vs 12 min manual
π¬ Differential Diagnosis β PT-2024-0847
Based on vitals, labs, clinical notes, and imaging reports
Septic Shock (source: UTI/pneumonia)87%
Lactate 4.1, MAP 58, suspected infection. Sepsis-3 criteria fully met. Urgency: immediate intervention.
Cardiogenic Shock9%
Less likely β Echo normal 3 months ago. However, troponin not yet resulted. Consider once sepsis treated.
Hypovolaemic Shock4%
No history of haemorrhage. Urine output acceptable. Unlikely as primary, may be contributing.
Recommended next steps: Blood cultures Γ2 before antibiotics Β· CXR Β· Repeat lactate in 2h Β· Start Piperacillin/Tazobactam + Gentamicin per local protocol
π Clinical Query Interface
Evidence-based decision support Β· Physician review always required
INGEST β Vitals, labs, notes, imaging parsed
RAG β UpToDate + NICE guidelines queried
SCORE β DDx ranked by Bayesian probability
FLAG β Sepsis-3 criteria met Β· alert sent
GUARD β MD review required before acting
DONE β DDx ready Β· 38s Β· Dr. Ahmed notified
RAG β UpToDate + NICE guidelines queried
SCORE β DDx ranked by Bayesian probability
FLAG β Sepsis-3 criteria met Β· alert sent
GUARD β MD review required before acting
DONE β DDx ready Β· 38s Β· Dr. Ahmed notified
Notes Today
124
Accepted Unchanged
94%
Time Saved/Note
23min
Physician Hours Freed
47h
Today across all physicians
π Generated Note β PT-2024-0847
AI draft Β· Physician review and signature required
ICU Progress Note β 19 May 2026 19:45
SUBJECTIVE: 67-year-old female with history of T2DM and CKD stage 3 presenting with 2-day history of dysuria, fever, and confusion. Patient unable to provide full history due to altered mental status.
OBJECTIVE: T 39.2Β°C, HR 118, BP 88/54, RR 24, SpO2 94% on 4L O2. Lactate 4.1 mmol/L. WBC 18.4 Γ10βΉ/L. Creatinine 187 Β΅mol/L (baseline 120). UA: pyuria, nitrites positive. NEWS2 score: 9.
ASSESSMENT: Septic shock, suspected urinary source. Sepsis-3 criteria met (suspected infection + SOFA β₯2 + lactate β₯2). DM and CKD as contributing comorbidities.
PLAN: 1) Blood cultures Γ2 stat before antibiotics. 2) IV Pip/Taz 4.5g TDS (renally adjusted). 3) IV fluid resuscitation 30mL/kg over 3h. 4) ICU monitoring, MAP target β₯65mmHg. 5) Consider Norepinephrine if MAP unresponsive. 6) Repeat lactate at 21:45.
OBJECTIVE: T 39.2Β°C, HR 118, BP 88/54, RR 24, SpO2 94% on 4L O2. Lactate 4.1 mmol/L. WBC 18.4 Γ10βΉ/L. Creatinine 187 Β΅mol/L (baseline 120). UA: pyuria, nitrites positive. NEWS2 score: 9.
ASSESSMENT: Septic shock, suspected urinary source. Sepsis-3 criteria met (suspected infection + SOFA β₯2 + lactate β₯2). DM and CKD as contributing comorbidities.
PLAN: 1) Blood cultures Γ2 stat before antibiotics. 2) IV Pip/Taz 4.5g TDS (renally adjusted). 3) IV fluid resuscitation 30mL/kg over 3h. 4) ICU monitoring, MAP target β₯65mmHg. 5) Consider Norepinephrine if MAP unresponsive. 6) Repeat lactate at 21:45.
π€ Ambient Documentation
Voice β Structured SOAP note in under 60 seconds
Current Status: Listening for dictation. Speak naturally β HealthcareOS extracts clinical structure automatically. Average: 23 minutes saved per note.
β HIPAA Note: All dictations processed on-premise or in BAA-covered cloud environment. No PHI stored beyond session. All notes require physician signature β HealthcareOS never autonomously finalises clinical documentation.
Interactions Today
3
1 major Β· 2 moderate
Orders Checked
284
Orders Modified
7
Prevented adverse events
Database Size
480K
Drug interaction pairs
π Active Drug Interaction β PT-2024-0912
Warfarin 5mg + Ciprofloxacin 500mg β MAJOR interaction
β MAJOR β Do not co-prescribe without modification
Ciprofloxacin inhibits CYP2C9, the primary metabolic pathway for Warfarin. Expected INR elevation: +40β70% above current level (current INR 2.8 β predicted 3.9β4.8). Risk: serious/life-threatening bleeding. Mechanism: CYP2C9 inhibition + direct microbiome disruption reducing Vitamin K production.
Recommended alternatives:
Option 1: Nitrofurantoin (if susceptible) β no significant Warfarin interaction, suitable for UTI
Option 2: Trimethoprim/Sulfamethoxazole β moderate interaction, manageable with INR monitoring
Option 3: Proceed with Cipro β reduce Warfarin dose by 25%, daily INR monitoring Γ5 days
π Drug Safety Summary (today)
Across all 47 active patients
Allergy checks passed284/284
Renal dose adjustments applied12 orders
Major interactions blocked1 order
Moderate interactions flagged2 orders
Drug safety database: 480,000+ interaction pairs Β· Updated daily from WHO, FDA, BNF, and MIMS. Every prescription order checked in <200ms. Physician override requires documented clinical justification.
Encounters Coded
47
First-Pass Accuracy
98.4%
Revenue Captured
$84K
Would have been missed
Avg Coder Time
β78%
12 min β 2.6 min review
π· Auto-Coded Encounter β PT-2024-0847
ICD-11 + CPT codes extracted from clinical notes
A41.51Septic shock due to Gram-negative organism (primary)HIGH CONFIDENCE
N39.0Urinary tract infection, site not specified (secondary)HIGH CONFIDENCE
E11.9Type 2 diabetes mellitus, without complications (CC)REVIEW
N18.3Chronic kidney disease, stage 3 (CC)HIGH CONFIDENCE
99291Critical care, first hour (CPT procedure code)HIGH CONFIDENCE
π° Revenue Impact β Why Coding Matters
Every missed comorbidity is lost DRG weight
Without HealthcareOS: M. Harrington coded as simple UTI admission (DRG 689 ~$4,200). Septic shock, DM complication, CKD complication all missed.
With HealthcareOS: Correctly coded as Septic Shock with CC/MCC (DRG 870 ~$18,400). Revenue captured: +$14,200 for this one encounter.
At scale: 47 patients/day Γ $84K additional captured = $1.7M additional monthly revenue for a 200-bed hospital.
Agents Active
14
Decisions/hr
847
Safety Events
5
All escalated to MD
RAGAS Faithfulness
0.97
π‘ Live Agent Trace
All AI decisions logged β FDA 21 CFR Part 11 compliant
π‘ Clinical Guardrail Architecture
Every AI output validated before reaching a clinician
β
Clinical evidence grounding
Every recommendation traced to UpToDate, NICE, or GRADE-A evidence. NLI faithfulness score must exceed 0.90. Hallucinated drug names blocked.
π€
Physician-in-the-loop β always
No AI decision is autonomous. Every alert, diagnosis, note, and drug check requires physician acknowledgement. HealthcareOS advises β clinicians decide.
π
HIPAA + PHI protection
All AI outputs scrubbed of PHI before logging. BAA-compliant cloud. Access logs audit-ready. HIPAA Security Rule Β§164.312 controls enforced.
π
FDA SaMD classification compliance
All diagnostic AI outputs classified as Clinical Decision Support Software (CDSS). Non-device CDS pathway maintained β final decisions remain with licensed clinicians.
OR Utilisation
94%
Avg Wait (Outpatient)
β34%
Bed Occupancy
87%
Cancelled Procedures
β61%
π
Smart Scheduling β How It Works
The Planning Agent decomposes hospital scheduling into subtasks: predict LOS per admission β calculate bed availability β optimise OR block allocation β match outpatient demand to slots. Uses historical data + real-time acuity scoring. Emergency cases pre-empt elective slots automatically with clinician notification. Cancellation prediction model reduces day-of cancellations by 61%.
HIPAA Score
100%
PHI Events Today
0
Access Anomalies
0
Audit Entries
1,284
π‘ HIPAA Compliance β Real-time Monitoring
HIPAA Compliance Agent monitors: PHI exposure in all AI outputs (auto-redacted) Β· Unusual access patterns (role-based anomaly detection) Β· Consent status for all patients Β· Minimum necessary access principle enforcement Β· Business Associate Agreement (BAA) coverage for all third-party AI services Β· Monthly PHI audit log generation for compliance review.
High Risk (30-day)
8
Readmission risk >60%
VTE Risk
12
Moderate-high
Sepsis Screened
47
All patients screened q4h
Pressure Ulcer Risk
6
Braden score β€12
π Risk Stratification Engine
Continuous risk scoring across all admitted patients using validated clinical models: NEWS2 (deterioration), LACE+ (readmission), Padua (VTE), Braden (pressure ulcer), HAS-BLED (bleeding on anticoagulation). Scores recalculated every 4 hours from live vitals and lab data. Risk thresholds trigger automatic care plan recommendations β proactive rather than reactive.
Scans Today
47
Critical Findings
3
Immediate alerts sent
Pre-read Accuracy
94%
Radiologist Time Saved
β42%
π©» Imaging Analysis β Clinical Decision Support
The Imaging Analysis Agent pre-reads radiology reports and flags critical findings requiring immediate clinical action: pneumothorax, large vessel occlusion (stroke), pulmonary embolism, aortic dissection, and cord compression. Structured data extraction feeds directly into diagnostic reasoning. All findings presented as clinical decision support β radiology sign-off always required before acting on AI interpretation.