Technical Deep Dive

9-Layer Processing Pipeline & ABDM Interoperability

Engineered for mission-critical health insurance infrastructure. LiceronTech combines deterministic mathematical kernels with domain-grounded multimodal AI to eliminate hallucinations and deliver 100% auditable decisions.

Launch Live Claims Sandbox
Data Pipeline

The 9-Layer Enterprise Processing Pipeline

Every claim passes through a structured sequence of ingestion, validation, entity resolution, and decision synthesis.

Layer 1: Multimodal Ingestion PDF, Images, Audio, DICOM

Ingests itemized bills, handwritten notes, discharge summaries, DICOM angiography telemetry, helpline call audio, and email chains.

Layer 2: Vision & Multimodal Understanding 14 Indian Languages

Deep medical OCR, table structure reconstruction, handwriting deciphering, language translation, and document type classification.

Layer 3: Clinical Knowledge Engine ICD-10, CPT, SNOMED-CT

Normalizes diagnosis codes, validates surgical protocols, checks medication compatibility, and evaluates clinical necessity.

Layer 4: Policy & Contract Intelligence Deterministic Rule Kernel

Extracts room rent caps, waiting period exclusions, copays, and negotiated hospital tariff rate cards without LLM hallucination.

Layer 5: Entity Resolution & ABDM Registries ABHA, NMC, ROHINI

Resolves patient ABHA IDs, doctor NMC registration numbers, hospital ROHINI codes, and historical claims across all entities.

Layer 6: FraudGraph™ Network Intelligence Graph Convolutional Network

Analyzes multi-entity graph density, circular referrals, and cross-hospital template reuse to flag syndicate clusters.

Layer 7: Decision Engine & Evidence Cards Explainable Synthesis

Generates atomic Evidence Cards with source page citations and calculates recommended payable amounts with transparent deductions.

Layer 8: Human Adjudication & STP Routing IRDAI Compliant

Routes clean claims to automated STP settlement, amber claims to medical officers, and red claims to Special Investigation Units.

Layer 9: Continuous Feedback & Risk Calibration Self-Tuning

Investigator verdicts, confirmed recoveries, and false-alarm dismissals tune customer-specific risk thresholds continuously.

National Digital Health Stack

Ayushman Bharat Digital Mission (ABDM) Interoperability

ABDM is not a centralized medical records repository—it is an interoperability and consent network. LiceronTech connects securely with the ABDM Gateway:

  • Milestone 1 (M1): Patient ABHA ID verification & registration linkage.
  • Milestone 2 (M2): Healthcare Professional Registry (HPR) & Health Facility Registry (HFR) validation.
  • Milestone 3 (M3): Cryptographic consent-based electronic health record (EHR) retrieval via FHIR bundles.

Deterministic vs. LLM Separation

To guarantee zero hallucination on policy contracts and financial payouts, LiceronTech strictly enforces a dual-engine architecture:

Deterministic Kernel: Room rent math, tariff caps, waiting periods, deductibles.
Domain Grounded LLM: Visual document parsing, entity extraction, natural language summarization with character bounding-box grounding.

Deploy the Architecture in Your Private Cloud

Schedule an architecture review with our enterprise engineering team to evaluate VPC and on-prem deployment models.

Test Sandbox