Scalable, Secure, and Deterministic Clinical AI Architecture
Engineered around our flagship multi-source ingestion pipeline for zero-retention privacy guarantees and sub-second semantic orchestration across diverse healthcare documents.
The Multi-Source Ingestion Pipeline
Seamlessly unifying heterogeneous clinical inputs into a single, highly structured streaming stream without altering existing provider workflows.
Scans & PDFs
High-speed OCR and layout parsing for scanned patient charts and medical records.
Faxes & Scripts
Automatic extraction from incoming referral faxes and handwritten scripts.
HL7 & FHIR R4
Real-time interoperability streams via standard health data protocols.
EHR Data Feeds
Direct integrations with major electronic health record platforms.
Unified Ingestion & Normalization at Scale
Hospitals deal with messy data from dozens of disparate systems. Loom Clinical’s multi-source ingestion engine normalizes varied inputs at the perimeter, converting chaotic formats into pristine JSON and FHIR bundles ready for downstream processing.
- Automatic document classification & splitting
- Intelligent routing based on document metadata
- Built-in data sanitization & PHI masking prior to analysis
- Resilient queue management with automated retry logic
The 4-Stage Semantic Processing Pipeline
From multi-source ingestion to standardized healthcare records in milliseconds.
Multi-Source Ingestion
Ingests multi-format artifacts including HL7 messages, FHIR bundles, scanned PDFs, faxes, and physician progress notes via secure enterprise tunnels.
Semantic Parsing & NLP
Extracts clinical entities (diagnoses, medications, vitals, procedures) with deep medical context awareness, resolving negations and temporal markers.
Normalization & Mapping
Maps extracted entities to recognized global clinical terminologies including SNOMED-CT, LOINC, ICD-10-CM, and RxNorm with built-in confidence scoring.
Validation & Delivery
Applies deterministic clinical rule gating and sends validated JSON payloads or FHIR resources directly to EHRs, data lakes, or analytics dashboards.
Core Technology Stack & Modules
Built on robust, high-performance distributed systems tailored for high-throughput clinical environments.
Deterministic Clinical Engines [Core NLP]
Loom Clinical's proprietary hybrid architecture combines large language model orchestration with deterministic symbolic rules. This ensures zero hallucination on critical drug dosages, lab values, and diagnosis mapping.
Interoperability & APIs [Integration]
Built natively on modern healthcare standards to plug seamlessly into existing hospital IT infrastructures without disrupting clinical workflows or existing EHR configurations.
Enterprise-Grade Security Architecture
Patient privacy and data protection are foundational to every layer of Loom Clinical's ingestion and processing infrastructure.
Zero Data Retention LLM Policy
All processing pipelines operate under strict Business Associate Agreements (BAAs). Patient data is never used to train public foundation models and is purged immediately post-inference.
Encryption In Transit & At Rest
All data is fully encrypted using AES-256 for storage and TLS 1.3 for all in-transit communication across secure hospital endpoints and cloud environments.
SOC 2 Type II & HIPAA Compliant
Rigorous third-party audited security controls, comprehensive audit logging, and role-based access control (RBAC) ensure full regulatory compliance at scale.
Ready to secure your multi-source clinical data pipeline?
Schedule a technical deep dive with our clinical engineering team.