Technical Engineering & Architecture

Healthcare AI Development Built for Clinical Reliability

Purpose-built healthcare AI engineering — from clinical RAG to low-latency, compliant EHR integration pipelines.

Explore Capabilities
Full-Stack Healthcare AI

What Our Technical Stack Enables

Enterprise-grade machine learning, generative AI, and data engineering tailored specifically for healthcare software environments.

Generative AI & Healthcare LLMs

Customized fine-tuning and prompt orchestration of medical language models for specialized clinical summarization and patient engagement.

  • Zero-data-retention dedicated instances
  • Structured output JSON schemas for EHR APIs
  • Medical entity normalization (SNOMED, RxNorm, ICD-10)

Healthcare RAG & Knowledge Systems

High-precision semantic search across vast institutional document repositories, SOPs, clinical protocols, and hospital formularies.

  • Hybrid dense-sparse vector retrieval
  • Exact source citation & highlight linking
  • Automated document versioning & re-indexing

Healthcare AI Agents

Autonomous multi-step agents that execute complex workflows across scheduling, insurance authorization, and multi-system data sync.

  • Deterministic safety verification boundaries
  • Inter-agent coordination protocols
  • Automated human escalation on ambiguity

Healthcare Document AI & OCR

Extract discrete, structured clinical information from legacy fax scans, handwritten prescriptions, intake forms, and external lab results.

FHIR & HL7 Custom API Engineering

Robust middleware adapters connecting modern AI microservices directly to Epic, Cerner, MEDITECH, AthenaHealth, and clearinghouses.

Healthcare MLOps & LLMOps

Continuous evaluation pipelines, automated unit test suites for clinical prompt regression, latency benchmarking, and automated telemetry.

Enterprise Infrastructure

Designed for CTOs, CIOs & Healthtech Founders

Whether augmenting an existing proprietary healthtech platform or building an enterprise automation layer for a 50-hospital health system, 7SPHEX delivers production-hardened code, complete IP ownership, and developer-friendly APIs.

100% IP Ownership
Full rights to all custom code, model weights, and fine-tuning pipelines.
FHIR / HL7 Native
Direct bi-directional EHR integration via SMART-on-FHIR and HL7 v2.
HIPAA & Zero-Retention
Isolated single-tenant VPC deployments with signed BAA agreements.
Developer-First APIs
OpenAPI 3.0 REST schemas, typed SDKs, and high-performance gRPC.
Production Tech Stack Enterprise Ready
Serving & Backend
Python 3.11 FastAPI gRPC Triton Server
AI & Agent Orchestration
LangGraph LlamaIndex vLLM DSPy
Healthcare Interoperability
SMART on FHIR HAPI FHIR HL7 v2 / MLLP
Data & Cloud Infrastructure
Qdrant PostgreSQL / pgvector AWS HealthLake Azure Health Kubernetes
< 250ms
p95 Latency
TLS 1.3
BAA Encrypted
99.99%
Uptime SLA
Questions Answered

Frequently Asked Questions

Your organisation retains 100% ownership of all custom software, bespoke model fine-tuning weights, custom pipelines, and intellectual property developed during the engagement.
We establish a curated clinical validation golden dataset with licensed physicians from your specialty. Every prompt variation and model update is automatically evaluated against this benchmark for precision, recall, and hallucination absence before any production deployment.
Technical Partnership

Ready to Build Custom Healthcare AI?

Connect with our lead healthcare AI engineers to review your technical requirements, API integrations, and architecture roadmap.