Problem

Legacy triage system caused 40-minute average wait times and inconsistent clinical recommendations across 200+ facilities.

Architecture

Microservices on AWS EKS with RAG pipeline, vector store (Pinecone), LLM gateway, and FHIR integration layer.

Solution

Built an agentic AI platform with multi-modal RAG, clinical knowledge graphs, and real-time inference with human-in-the-loop validation.

Impact

Deployed across 200+ facilities with full HIPAA compliance and SOC 2 Type II certification.

Problem

Manual fraud review bottlenecked at 15K transactions/day with 23% false positive rate costing $2M annually.

Architecture

Event-driven architecture on Azure with Kafka, multi-agent orchestrator, ML fraud models, and real-time decision engine.

Solution

Deployed specialized AI agents for fraud analysis, compliance checks, and customer resolution with autonomous escalation paths.

Impact

Processing 2M+ daily transactions with sub-200ms inference latency and full audit trails.

Problem

Researchers spent 60% of time searching fragmented document repositories across 15 global data silos.

Architecture

Hybrid retrieval with dense + sparse search, document pipeline on AWS, vector DB cluster, and citation-aware generation.

Solution

Built a governed RAG system with document versioning, access controls, citation tracking, and multi-language support.

Impact

Accelerated drug discovery timelines with AI-powered literature review and hypothesis generation.