Selected work
Agentic AI systems, LLM platforms, and data pipelines — built for production, measured by outcomes.
TaxPilot — Visible AI Tax Agent
An AI agent that picks the right tax calculator and shows its work.
Built a streaming, tool-using agent over an MCP (Model Context Protocol) tax engine with 43 deterministic calculators. The agent reasons, calls tools, and explains results — every number comes from tested engine code, never the model.
- 43 MCP tools orchestrated
- Streaming NDJSON event protocol
- Guardrails, replay fallback, cost caps
Agentic AIMCPNext.jsOpenRouter
Agentic AI Document Intelligence
Multi-agent reasoning over 10,000+ pages of policy and compliance docs.
End-to-end agentic platform using LangGraph, LangChain, RAG, and vector databases (Pinecone, FAISS) on AWS Bedrock. Orchestrates retrieval, cross-reference validation, reasoning, and citation generation agents.
- ~95% accuracy on multi-hop queries
- 70% reduction in manual document review
- Deployed for compliance and legal teams
LangGraphRAGAWS BedrockMulti-Agent
Sia Dash — LLM-Powered BI Platform
Natural language → charts and dashboards, for 30+ enterprise clients.
LLM-powered agentic BI platform on AWS Bedrock that generates charts and dashboards from natural-language queries, with 80+ connectors across enterprise databases and data warehouses.
- 30+ enterprise clients
- 80+ data connectors
- Self-service analytics without reporting teams
LLMsAWS BedrockBIConnectors
United Airlines × AWS — OCR Pipeline
Serverless OCR + active learning digitizing millions of flight documents.
Partnered with United Airlines and the AWS ML Lab to design a serverless OCR and active-learning pipeline on Lambda, S3, Textract, and SageMaker.
- 60% less manual processing
- 25% better extraction accuracy
- 30% lower infra cost vs traditional OCR
AWSTextractSageMakerServerless
AI Analytics Platform Benchmarking
Executive scorecard comparing Tableau, Power BI, and AWS Q on LLM features.
Led a comparative benchmarking of leading BI platforms on scalability, integrations, UX, and LLM-powered report generation — informing platform selection strategy for enterprise clients.
- Executive decision scorecard
- Accelerated self-service analytics adoption
StrategyBIEvaluation
SIFMA — GenAI Governance for Asset Management
Reference architectures and governance models for responsible AI in finance.
Partnered with SIFMA to shape an AI/GenAI governance model and deliver reference architectures and roadmaps for the asset management industry, embedding risk, security, and compliance guardrails.
- Industry-wide reference architecture
- Auditable, compliant AI adoption framework
AI GovernanceFinanceCompliance