NIVARAN
ENTERPRISE CLINICAL OSPOST-DISCHARGE CARE CONTINUUMMULTI-CENTER HOSPITAL DEPLOYMENT • HIPAA & DPDP 2023 COMPLIANT

THE GAP
BETWEEN SURGERY
& SURVIVAL.

Discharge marks the end of an inpatient bed, but begins the most vulnerable phase of clinical recovery. In India, 18–24% of surgical patients experience preventable complications in the 30-day telemetry void.

Nivaran.ai is an autonomous post-discharge operating system. Powered by zero-hardware multimodal computer vision, vernacular conversational voice triage, and on-chain tamper-proof telemetry, it secures home recovery without adding a single keystroke to doctor workload.

Telemetry Breakdown
24.2%

30-day post-op complication rate in Indian high-volume tertiary hospitals without active monitoring.

Clinician Burden Delta
0.00

Doctor keystrokes added. Autonomous agent filters 95% of routine calls and pushes SBAR briefs only.

Unit Economics Cost
₹1.80

Cost to monitor 1 patient for 14 days post-op (92% SaaS gross margin).

01 / PROBLEM STATEMENTClinical Breakdown

THE UNMONITORED
ABYSS OF CARE.

Why India's premier surgical teams lose their greatest clinical victories to preventable post-discharge deterioration.

01

The Unmonitored 30-Day Void

The moment a patient exits tertiary hospital gates or surgical centers, all physiological telemetry drops to zero. Post-operative wound infection, dehydration, or deep vein thrombosis (DVT) incubates in total darkness for 7 to 12 days before septic emergency readmission.
72%Complications occur after hospital day 3
02

The English Summary Paradox

Patients receive 4 dense pages of English medical jargon ('Tab Augmentin 625mg BD x 5d PC', 'Spirometry QID'). In Indian tier-2/3 demographics, low functional health literacy leads to 48% unintentional medication non-adherence and missed warning signs.
68%Patients cannot interpret dosage frequency
03

The Clinician Workload Chokehold

Senior surgeons in high-volume tertiary hospital networks see 80–120 OPD patients daily. They cannot field unstructured WhatsApp voice notes, frantic phone calls, or blurry camera photos. Telehealth portals fail because they demand 10 minutes of clinician time per interaction.
1:20Nurse to patient casualty ratio in public tertiary care
04

The Medico-Legal Liability Vacuum

Under the DPDP Act 2023 and NMC guidelines, home recovery complications trigger intense disputes: did the patient report fever early, or did the hospital fail to respond? Centralized hospital databases can be edited; unverified chats offer zero legal standing.
₹4.2 CrAverage hospital litigation cost for post-op negligence
02 / PARADIGM SHIFTComparative Matrix

FROM STATIC PAPER
TO CLOSED-LOOP RECOVERY.

How Nivaran transforms the chaotic hospital-to-home transition into an unbroken clinical telemetry channel.

Clinical Dimension
Standard Practice (Failure Mode)
Nivaran.ai OS (Winning Mode)
Intake Modality
Dense 4-page printed English paper sheet
Zero-install PWA with vernacular voice audio schedules
Surgical Wound Surveillance
Blind unmonitored home healing until stitch removal
Daily computer-vision incision grading via ASEPSIS protocol
Symptom Tracking
Passive memory recall at 14-day OPD visit
Active 60-second conversational voice triage every 24h
Clinician Notification
Emergency casualty arrival at 2:00 AM in septic shock
Structured SBAR alert pushed to surgeon within 120 seconds
Legal & Regulatory Audit
Scattered WhatsApp chats and paper receipts
Cryptographic SHA-256 hash anchored to on-chain ledger
Hardware / Sensor Cost
Wearable patches ($80–$150/unit; cost-prohibitive)
₹0 Hardware (utilizes patient's existing smartphone camera)
03 / LIVE INTERACTIVE PLAYGROUNDReal In-Browser Execution

TEST THE AGENTIC ENGINE.

Interact directly with our autonomous post-discharge micro-agents. No registration or credit card required.

Hospital Clinical Discharge SummaryUnstructured Clinical Text
Pt Rajesh Kumar, 48M, UHID: NVR-2026-8921.
Post-Op Day 1, Elective Laparoscopic Cholecystectomy for gallstone disease.
Discharge Vitals: BP 122/78, HR 74, Afebrile, Port sites dry.
Rx:
1. Tab Cefuroxime 500mg BD x 5 days
2. Tab Pantocid 40mg OD AC x 7 days
3. Tab Ultracet SOS for severe pain
Adv: High protein low fat diet. Keep umbilicus dry. SOS if fever > 101F or bilious vomiting. Follow up in Room 204 next Tuesday.
Structured Bilingual Output

Click the button on the left to watch the agent parse, translate, and schedule the raw clinical discharge text.

04 / AUTONOMOUS ARCHITECTUREThe 4-Agent Orchestrator

A CLOSED-LOOP
MULTI-AGENT PIPELINE.

Four specialized micro-agents working synchronously to eliminate hospital-to-home blind spots.

01

Care-Plan Synthesizer

Unstructured Document Parser

Ingests dense paper discharge notes, surgical operative summaries, and discharge medications. Converts complex latin/English schedules ('Tab Augmentin 625mg BD PC') into plain vernacular interactive schedules with audio reminders.

OpenAI JSON Schema • Multi-dialect translation
02

Vernacular Voice Vigilance

Autonomous Telephonic / PWA Intake

Initiates 60-second daily conversational check-ins via Web Speech API or automated WhatsApp voice prompts in Hindi, Bengali, Tamil, and Hinglish. Quantifies pain progression, bowel motility, and medication compliance.

Web Speech API • Real-time symptom vector extraction
03

Vision Wound Inspector

Contactless Incision Surveillance

Analyzes patient-submitted camera photos of surgical incisions against the internationally validated Wilson ASEPSIS protocol. Detects erythema margins (>2cm), seroma, wound edge dehiscence, and purulent exudate without physical contact.

Multimodal Vision • ASEPSIS Classification Model
04

SBAR Clinical Escalator

Zero-Burden Doctor Triage Feed

Filters 95% of normal convalescence. When clinical deterioration velocity exceeds threshold, it synthesizes a structured medical SBAR (Situation, Background, Assessment, Recommendation) alert pushed directly to the attending surgical team.

Clinical SBAR Synthesis • 1-Click Tele-escalation
05 / SCIENTIFIC RIGORValidated Clinical Metrics

THE WILSON
A.S.E.P.S.I.S. PROTOCOL.

We do not use vague "AI heuristics". Nivaran.ai digitizes the gold-standard surgical wound scoring system validated in over 40 years of international surgical trials.

A0 or 10 pts

Additional Treatment

Antibiotics prescribed for wound infection

S0 to 5 pts

Serous Discharge

Daily evaluation of wound margins serous fluid

E0 to 5 pts

Erythema Margin

Spreading reactive hyperemia > 2cm border

P0 to 10 pts

Purulent Exudate

Presence of frankly suppurative drainage

S0 to 10 pts

Separation of Tissues

Dehiscence of superficial or fascial layers

I0 or 10 pts

Isolation of Bacteria

Positive microbiological culture from swab

Peer-Reviewed Literature Citations

Wilson AP, et al. (1986). "A scoring method (ASEPSIS) for postoperative wound infections for use in clinical trials of antibiotic prophylaxis." The Lancet, 327(8476), 311-313.
Indian Council of Medical Research (ICMR). (2022). "National Guidelines for Infection Prevention and Control in Healthcare Facilities." New Delhi: Ministry of Health & Family Welfare.
World Health Organization (WHO). (2018). "Global guidelines for the prevention of surgical site infection." WHO Guidelines Approved by the Guidelines Review Committee.
06 / CLINICAL COMMAND PREVIEWLive Stream Feed

THE SURGEON'S
COMMAND CENTER.

Real-time post-discharge surveillance feed. Patients ranked by Deterioration Velocity ($\Delta R/\Delta t$).

ACTIVE RECOVERY QUEUE (4 PATIENTS)SORTED BY RISK VELOCITY
Rajesh Kumar(48M)
Laparoscopic Cholecystectomy • POD 3
STABLE
VELOCITY: +0.3/d
PAIN: 3/10
ASEPSIS: 12
Mohammed Farooq(62M)
Coronary Artery Bypass Graft (CABG x3) • POD 4
CRITICAL
VELOCITY: +4.8/d
PAIN: 8/10
ASEPSIS: 38
Sunita Devi(54F)
Open Reduction Internal Fixation (Right Femur) • POD 5
WARNING
VELOCITY: +2.1/d
PAIN: 6/10
ASEPSIS: 24
Ananya Sharma(29F)
Emergency Lower Segment Cesarean Section (LSCS) • POD 2
STABLE
VELOCITY: +0.1/d
PAIN: 2/10
ASEPSIS: 8
Synthesized SBAR Clinical BriefNVR-2026-4412
[S] SITUATION

CRITICAL ALERT: Patient reports high fever (101.8°F), sternal clicking sensation, and purulent exudate.

[B] BACKGROUND

Day 4 post-CABG triple bypass; patient has known history of Type 2 Diabetes (HbA1c 8.4%).

[A] ASSESSMENT

High risk of deep sternal wound infection (mediastinitis) and early sternal dehiscence.

[R] RECOMMENDATION

STAT casualty return. Immediate cardiothoracic surgical reassessment, wound culture swab, and urgent blood culture.

07 / THE TRUST LAYEROn-Chain Cryptographic Telemetry

TAMPER-PROOF
MEDICO-LEGAL AUDIT.

Why blockchain? When home recovery goes wrong, litigation begins. Nivaran anchors cryptographic telemetry hashes on-chain, proving exactly what was reported, when it was analyzed, and when clinicians were notified.

DPDP Act 2023 Compliance

Zero Protected Health Information (PHI) is placed on-chain. Only one-way SHA-256 mathematical hashes of daily check-ins are anchored to the distributed ledger.

Non-Repudiation Security

Neither patient nor hospital can fabricate or delete records after an adverse outcome. Eliminates medical malpractice ambiguity with cryptographic finality.

Automated Insurance Escrow

Under IRDAI cashless guidelines, insurers automatically disburse post-discharge rehabilitation pre-authorizations upon smart contract verification of recovery milestones.

Polygon Amoy Ledger Feed
ANON-CABG-8812Critical Sternal Dehiscence Alert Minted
TX: 0x9c8b7a6d5e4f3a2b1c0d9e8f7a6b5c4d3e2f1a0b9c8d7e6f5a4b3c2d1e0f9a8b
BLOCK #1849201
2026-09-04 11:42:18 IST
ANON-FEMUR-3319Daily ASEPSIS Score 24 Logged (Superficial)
TX: 0x8a7b6c5d4e3f2a1b0c9d8e7f6a5b4c3d2e1f0a9b8c7d6e5f4a3b2c1d0e9f8a7b
BLOCK #1848934
2026-09-04 08:30:05 IST
ANON-CHOL-7741Routine Day 3 Telemetry Baseline Anchored
TX: 0x7f9a2b8e4c1d6a3f9e8d7c6b5a4e3f2d1c0b9a8e7d6c5b4a3f2e1d0c9b8a7f6e
BLOCK #1849012
2026-09-04 09:15:33 IST
08 / BUSINESS MODELFinancial Sustainability

UNIT ECONOMICS
& FINANCIAL VIABILITY.

Built as a zero-hardware pure software play. Serverless edge compute delivers institutional-grade margins and clear payer ROI.

Cost Per Discharged Patient
₹1.80

Serverless DB + Edge AI tokens (14-day monitoring window)

Price Charged to Hospital
₹150

Per surgical discharge episode billed to private hospital / trust

Gross Profit Margin
92.4%

Pure software gross margins with zero hardware inventory risk

Annual Contract Value (ACV)
₹24 L

Per 300-bed hospital network (General Surgery + Ortho + CTVS)

PRIMARY REVENUE STREAM

B2B Hospital SaaS Subscription

Targeting tier-1 and tier-2 private hospital networks (Apollo, Max, Fortis, Manipal, Narayana Health).

₹80,000 / month per departmental surgical unit
Avoids 30-day readmissions (saving hospital ₹1.8L–₹3.5L per prevented ICU readmission)
Directly drives NABH 5th Edition digital clinical governance compliance
SECONDARY REVENUE STREAM

B2B2C Health Insurer Risk-Share

Partnering with standalone health insurers (Star Health, HDFC ERGO, Care Health Insurance, Niva Bupa).

₹100 per insured surgical claim under Cashless Everywhere policy
Insurers save millions by preventing secondary septic revision surgeries
Smart contracts verify post-op medication adherence prior to claim payout
09 / ROADMAP & COMPLIANCEFeasibility Matrix

CLINICAL & TECHNICAL
FEASIBILITY.

Engineered within real-world Indian regulatory frameworks. Zero clinical liability risk through CDSCO Class B SaMD classification.

Q1 2026CURRENT

Clinical Observational Pilot

  • Retrospective validation on 10,000+ de-identified surgical records across tertiary trauma centers
  • Fine-tuning computer-vision ASEPSIS model on Fitzpatrick skin types IV & V (Indian demographic calibration)
  • Zero clinical disruption: runs in parallel shadow mode alongside routine outpatient visits
Q2 2026UPCOMING

Regulatory Filing & ABDM Integration

  • CDSCO Class B Clinical Decision Support System (SaMD) notification filing
  • Full certification of Ayushman Bharat Digital Mission (ABDM) Milestone 1, 2, and 3 FHIR APIs
  • HIPAA and DPDP Act 2023 third-party cryptographic security audit
Q3 2026PLANNED

Multi-Center Prospective Trial

  • Prospective trial across 3 tertiary hospital networks (500 elective laparoscopy & ortho patients)
  • Quantification of primary endpoint: 30-day readmission rate reduction & time-to-SSI detection
  • Deployment of Polygon Amoy on-chain escrow with pilot health insurance partner
Q4 2026PLANNED

Commercial Rollout & Expansion

  • Enterprise integration into Epic, Cerner, and Indian Hospital Information Systems (e-Hospital)
  • Expansion into post-discharge cardiology (heart failure telemetry) and oncology care pathways
  • Public health deployment in District Hospitals under National Health Mission (NHM) grant
10 / ENTERPRISE PLATFORM MATRIXComprehensive SaaS Architecture

THE 10-PILLAR
ENTERPRISE SUITE.

Architected for enterprise hospital networks, surgical department chiefs, and clinical governance teams. Zero hardware footprint, turnkey ABDM integration, and sub-second edge intelligence.

MODULE 01

Inpatient EHR & FHIR Gateway

Turnkey ABDM Milestone 1-3 connectivity, automated discharge summary deconstruction & FHIR scheduling.

Enterprise Ready
MODULE 02

Autonomous Closed-Loop Telemetry

24/7 post-discharge patient risk tracking with automated multi-agent surveillance loops.

Enterprise Ready
MODULE 03

Vernacular Voice Interface

Voice-first PWA conversational triage supporting 22 Indic languages and regional dialects.

Enterprise Ready
MODULE 04

Computer-Vision Wound Grading

In-browser Wilson ASEPSIS protocol classification calibrated across Fitzpatrick skin types IV–VI.

Enterprise Ready
MODULE 05

Clinician SBAR Decision Engine

Automated noise suppression filtering 95% of routine calls; pushes structured SBAR briefs only.

Enterprise Ready
MODULE 06

Medico-Legal Audit Ledger

SHA-256 cryptographic state proofs anchored on-chain for non-repudiation under DPDP Act 2023.

Enterprise Ready
MODULE 07

Surgical Command Center

Real-time institutional patient queue ranking recoveries by Deterioration Velocity (ΔR/Δt).

Enterprise Ready
MODULE 08

Payer Risk-Share & Escrow

Pre-authorization automation, readmission penalty mitigation, and cashless insurance verification.

Enterprise Ready
MODULE 09

Multi-Tenant Hospital RBAC

Departmental isolation across General Surgery, Ortho, CTVS, and OB-GYN with granular role permissions.

Enterprise Ready
MODULE 10

Regulatory & SaMD Standards

CDSCO Class B Clinical Decision Support System architecture, ICMR guidelines, and HIPAA readiness.

Enterprise Ready