Healthcare AI · Retrieval

MedGraph AI

A clinical knowledge retrieval engine built on FHIR R4, ICD-10, CPT, and RxNorm standards. Hybrid BM25 + Qdrant vector search with PubMedBERT embeddings surfaces accurate clinical context for care teams.

What it does

Hybrid keyword + semantic retrieval over clinical standards
Domain tuned PubMedBERT embeddings for medical accuracy
Auditable retrieval pipeline designed for care team review

Built with

PubMedBERTQdrantLangChainFHIR R4FastAPIPostgreSQL

All work

More work

Other projects we have shipped

Healthcare AI · LLM

AI Clinical Scribe

A real time consultation documentation system that turns physician and patient dialogue into structured clinical notes. HIPAA aware architecture using SciSpaCy NLP and OpenAI GPT-4 for medical terminology normalization.

SciSpaCyMedSpaCyOpenAI GPT-4RedisFastAPIDocker

What it does

Speech to structured note pipeline for live consultations
Medical terminology normalization with clinical NLP
HIPAA aware architecture with encrypted data handling

Applied AI · Multi agent

AgentGraph SQL Agent

A multi agent LangGraph system that translates natural language questions into verified SQL, executes them against production databases, and returns validated results, with a full audit trail and retry logic.

LangGraphLangChainPostgreSQLFastAPIPrometheusGrafana

What it does

Natural language to verified, executable SQL
Multi agent validation with retry and guardrails
Full audit trail and observability via Prometheus + Grafana

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