20+ years leading enterprise platforms, architecture, and large-scale digital transformation. Built applications serving 1M+ global users. Owner of $30M+ technology portfolios, driving platform modernization, cloud adoption, and AI-first initiatives with measurable ROI. Trusted advisor to C-suite and boards — translating business strategy into durable technology roadmaps.
Core Specialization
Three pillars refined across 18+ years of leading mission-critical platforms for the world's foremost green building organization.
Architected and evolved LEED Online through every major rating-system transition — v3, v4, v4.1, v5, Arc-powered programs — serving 259K+ projects across 186 countries. Deep expertise in certification lifecycle, reviewer productivity, and compliance architecture.
Architected the connective layer between SAP, Salesforce, cloud platforms, APIs, and payment ecosystems. Consolidated fragmented ERP interfaces into unified service models. Delivered global payment architectures for GBCI India, Canada, and Europe.
Currently designing the LEED Online AI Lab — agentic AI workflows, Brain Map dashboards, credit intelligence layers, and enterprise chatbots. Focused on practical AI tied to measurable certification outcomes and user engagement improvement.
Deep AWS expertise across architecture, databases, storage, networking, and resilience. Led MongoDB modernization as a governed digital data layer. Built observability, incident response, and production stability frameworks at enterprise scale.
Owner of $30M+ technology portfolios. Led cross-functional teams across engineering, SAP, cloud, UX, QA, data, and operations. Trusted advisor to C-suite and boards translating business strategy into durable roadmaps and governance frameworks.
Migrated 5,000+ static PDF forms to interactive HTML workflows. Rationalized multi-ERP interfaces. Delivered AWS Kiro-governed SDLC automation. Specializes in zero-disruption modernization — keeping revenue operations live throughout transformation.
Proof of Work
Led the 18-year evolution of LEED Online across every major rating-system transition, regional expansion, and platform modernization cycle — keeping critical global operations live with zero revenue interruption.
Designed global payment architectures linking Stripe, Moneris, Worldpay, and CC Avenue with SAP finance, operations, and certification transaction flows across GBCI India, Canada, Europe, and Rest of the World.
Leading discovery for the LEED Online AI Lab — Work in Progress — an autonomous AI Agent that intelligently analyzes user project activities and delivers contextual insights through natural conversation. Unlike traditional search, the agent understands intent, learns from project context, and synthesizes answers grounded in actual data.
Platform Intelligence
How platform engineering, service orchestration, data architecture, and AI change the operating model at USGBC / GBCI.
Executive Experience
AI-First Initiatives · 2026
Leading 2026 discovery and design for the AI Lab — practical AI tied to real certification outcomes, not generic hype.
Designing an AI-powered Brain Map dashboard and premium recall capabilities to improve LEED certification completion rates and user retention. Surfaces project-level insights and next-best-actions.
Architecting an AI-powered LEED credit intelligence layer with project-specific insights tied to certification workflows — guiding applicants through credit selection, documentation, and submission optimization.
Building agentic AI capabilities for reviewer routing, support automation, and operational insight engines — domain-trained on LEED certification data with governance and business process integrity built in.
Designing SAP-to-modern data architectures enabling real-time intelligence and analytics-driven decisioning — connecting SAP authoritative logic with MongoDB read layers and AI insight surfaces.
Building enterprise-grade, domain-trained chatbots for LEED certification guidance, support deflection, and reviewer assistance — grounded in certification documentation and operational context.
Ensuring all AI initiatives are governed, auditable, and aligned with enterprise architecture standards. Balancing innovation velocity with business process integrity, compliance, and responsible AI deployment.
An autonomous AI Agent that intelligently analyzes LEED project activities and delivers contextual insights through natural conversation — understanding intent, learning from context, answering from your actual data.
Enterprise-grade AWS stack powering LEED Online, the Activity Intelligence Agent, and global certification operations across 186 countries. Services shown reflect active architectural ownership — not experimental use.
Powering the Ask-AI Activity Intelligence Agent — advanced reasoning, intent recognition, and manager-friendly narrative synthesis for LEED certification queries.
Semantic memory layer for the AI Agent — stores 1024-dimension vector embeddings of all LEED project activities. Enables conceptual recall beyond keyword matching.
Serverless functions powering the AI Agent backend, secure AWS API proxy, event-driven certification workflows, and SAP integration orchestration layers.
Secure API surface for platform integrations — throttling, authentication, and CORS management for SAP, Salesforce, payment gateways, and the AI Agent SSE streaming endpoint.
Document storage for LEED certification assets, form submissions, reviewer attachments, and platform static assets. Versioned buckets with lifecycle policies for compliance retention.
Operational observability across all platform services — custom dashboards, anomaly detection, structured log insights, and automated alarms for LEED certification SLA monitoring.
Applied to govern delivery through structured specs, steering guardrails, hooks, and automation — accelerating engineering work while preserving enterprise architecture integrity across LEED platforms.
Least-privilege IAM architecture across all services — role-based access for Lambda, Bedrock, OpenSearch, and S3. PCI-compliant policy design with SCPs for organizational governance.
Decoupled messaging for certification workflow events — review submissions, payment confirmations, and status notifications processed asynchronously without blocking user-facing operations.
Core compute layer for LEED Online platform services — auto-scaling groups with load balancing handle global certification traffic surges, particularly during rating system launch windows.
Isolated VPC architecture with private subnets for data services, public subnets for ALB, NAT gateways, VPC peering for MongoDB Atlas, and Transit Gateway for multi-region connectivity.
Rate limiting, IP reputation filtering, and OWASP rule sets protecting the LEED platform API surface. PCI DSS compliance layer with automated threat response for global certification traffic.
Platform APIs · LEED Online · USGBC
The LEED Online platform exposes a versioned public API and a much larger private API surface — both designed, architected, and owned under my technical leadership. The public endpoint alone serves certification data across 259K+ projects and 186 countries in real time.
Open Work · GitHub · USGBC Org
Admin access across the full USGBC / GBCI engineering org — every LEED platform, integration service, certification tool, and mobile application. Repositories are private by org policy.
Technical Profile
Education & Certifications
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