Jr. BA / Business Analyst
Requirements, process discovery, stakeholder alignment
AI Architect | Builder | Advisor
I help organizations turn AI ambition into working enterprise capability.
I design the systems that let organizations generate, execute, govern, and continuously improve new capabilities: multi-agent workflows, RAG platforms, LLMOps, cloud-native products, and the operating models that make them useful in the real world.
Capability Engine
Business Data Platforms AI Governance Learning People Workflows 15+ years driving enterprise transformation
~90% customer issue deflection through multi-agent AI
10x developer throughput with agentic SDLC patterns
200+ engineers enabled on GitHub Copilot and AI-assisted delivery
How I think about transformation
The living enterprise
Enterprise Knowledge
RAG, search, embeddings, SharePoint, Salesforce, Foundry, and governed data access.
Enterprise Skills
Reusable workflows, agents, APIs, integration patterns, and platform capabilities.
Enterprise Memory
Interaction history, lessons learned, model feedback, decision traces, and operational context.
Governance & Guardrails
NIST AI RMF alignment, IAM, RBAC/ABAC, model inventory, auditability, and human-in-the-loop controls.
Evaluation & Learning
LLMOps, RAGAS-style scoring, hallucination checks, bias detection, and measurable outcome tracking.
How I can help
From executive idea to production-grade system.
My work sits between strategy and implementation. I help leaders choose the right bets, help teams design the architecture, and help delivery groups build systems that are measurable, governed, and adopted.
Enterprise AI strategy and platform selectionMulti-agent architecture and agentic workflow designRAG pipeline design, evaluation, and optimizationLLMOps, observability, safety, and responsible AI governanceCloud-native product architecture across AWS, Azure, and Palantir FoundryExecutive alignment, PoC-to-production planning, and engineering enablement
Experience
A diverse path from 2007 to today: analysis, delivery, product, architecture, and AI.
Sr. BA / BI / Integration
Analytics, systems integration, automotive and logistics workflows
PO / PM / Scrum Master
Backlogs, agile delivery, product ownership, field operations
Product & Strategy
Roadmaps, API marketplace thinking, platform monetization
AI Architect
Solution architecture, agentic systems, RAG, LLMOps, governance, adoption
Recent organization proof points
Representative organizations and programs where these capabilities were applied.Computer Land, GM, Toyota, Hyundai, FedEx, Ryder, Brinks
2007-2020BA, PM, product, integration, BI, and transformation leadership
Delivered automotive, logistics, IoT, analytics, RPA, and enterprise integration programs across global operations.Jack Henry
2020-2021Product Owner / Sr. BA / Scrum Master
Modernized financial institution card-management workflows for 50+ banking clients.IQVIA
2021-2022Associate Director, Product & Strategy
Built API marketplace strategy for AI/ML model monetization across regulated global markets.Lennar
2022-PresentLead Solution Architect, Customer Experience & Emerging Technology
Architecting enterprise AI platforms, multi-agent systems, RAG, LLMOps, IAM, computer vision, and AI governance.Industry breadth
Different domains, same architecture discipline.
I have worked across industries where reliability, governance, integration, and adoption all matter. That breadth helps me separate what is truly domain-specific from what is reusable enterprise capability.
Homebuilding & customer experience
AI platforms, service automation, CX workflows
Healthcare & life sciences
API marketplace strategy, AI/ML monetization
Banking & financial services
Card-management modernization, client workflows
Automotive & mobility
Service operations, diagnostics, warranty workflows
Logistics & transportation
Operations, integration, analytics, IoT programs
Security & field operations
Enterprise transformation, BI, automation
Enterprise technology platforms
Cloud, data, governance, AI adoption
Technology landscape
Major tools, platforms, and architecture patterns I work across.
AI & agentic systems
OpenAIClaude SDKAWS BedrockAzure AI FoundryLangGraph
RAG, RAGAS, LLMOps, LangChain, fine-tuning, prompt engineering, GitHub Copilot
Cloud & platforms
AWSAzureCloudflarePalantirSalesforce
Palantir Foundry, SharePoint, Kubernetes, Docker, serverless platforms, API ecosystems
Data, integration & automation
SQLData pipelinesVector searchREST APIsEvent-driven architecture
Embeddings, GraphQL, RPA, IoT, analytics, BI, enterprise integration patterns
Security, governance & delivery
OAuth / OIDCIAMNIST AI RMFTerraformCI/CD
RBAC / ABAC, model governance, observability, agile delivery, product strategy