Owned end-to-end AI portfolio for the entire JPMorgan Chase Payments business — strategy through delivery — including merchant services, client onboarding, servicing operations, and call centers.

Delivered $22M+ in annualized savings through LLM-powered workflow automation, intelligent routing, and accelerated knowledge retrieval across the Payments business.

Architected reusable AI platform with shared building blocks — APIs, services, prompt/agent patterns, playbooks, evaluation harnesses — for production-grade reliability and observability. Scaled the enterprise knowledge assistant to 27,000+ employees.

Designed human-in-the-loop review workflows for high-stakes AI-assisted decisions in regulated payments environments.

Established LLM evaluation harnesses and AIOps practice ensuring continuous improvement and model reliability across the AI delivery lifecycle (experiment → production → operations).

Established Responsible AI framework and model risk management standards ensuring regulatory compliance across 30+ production AI/ML models.

Owned $30M P&L for AI/IoT practice, leading 30+ architects, data scientists, and product leaders across pricing, margin optimization, and revenue targets.

Architected AI/IoT solutions for Fortune 50 clients, delivering telematics platforms and real-time analytics driving measurable loss mitigation and operational efficiency.

Launched Industry 4.0 IoT Platform integrating telematics, smart building monitoring, and wearables into a unified ecosystem for enterprise clients.

Procured $400MM, 10-year strategic engagement with Top-5 national health insurer for real-time AI-powered fraud analytics engine.

Championed Analytics-as-a-Service platform enhancements and go-to-market strategy, contributing to $25MM+ in annual recurring revenue.

Pioneered ESG analytics prototype for Fortune 50 Oil & Gas sector, driving $6M+ in new revenue; led DOJ/FCPA compliance monitoring for healthcare client.

Pioneered IoT Fuel Savings initiative delivering 250% ROI in 6 months; scaled to 20 stations generating $20M+ in annual savings.

Developed multi-year technology roadmap for IoT and digital innovation, aligning emerging technologies with operational needs and CIO priorities.

Implemented IoT capabilities across Fuel Farms, Baggage Handling Systems, and De-Icing Stations — transforming real-time operational visibility.

Replaced and decommissioned thousands of underutilized legacy dashboards across Business Objects, Quickbase, Cognos, and Crystal Reports platforms.

Created a Data Analyst Community growing to several thousand users, driving cultural shift toward data-driven decision-making.

Architected Tier 1 Production Data Environment achieving 100% availability and disaster recovery for critical real-time operations, implementing secure data isolation and access controls.

Architected global telemetry platform and service improvement program eliminating weekly Sev1 outages, achieving 98% uptime across worldwide operations.

Drove DevOps transformation accelerating cloud adoption by 200% through CI/CD pipeline implementation and enterprise-standard engineering practices across 500+ engineers.

Built event-based marketing engine leveraging Hadoop/Cloudera reaching 10M+ customers through data-driven targeted campaigns.

Built and scaled a team of 10 data engineers and analysts, architecting the division's first dedicated Tableau environment within 2 months.

Pioneered automated compliance testing using NLP to analyze customer complaints and real-time OCR for regulatory requirements, increasing control coverage by 80%.

Delivered executive-facing risk dashboards and real-time monitoring across Auto Finance and Home Loans operations.

Drove enterprise-wide analytics standardization across Risk and Compliance, reducing reporting cycle times by 40% through automated, self-service dashboards.

Established the enterprise gold standard for data quality — governance frameworks, automated lineage, and validation gates — improving data capability by 80%.

Built the largest enterprise analytics community of practice globally (confirmed by Tableau at the time), scaling from zero to 30,000+ users.

Appointed to architect executive mobile dashboards for CEO Rich Fairbank, delivering top-of-house BI for strategic decision-making.

Led enterprise-wide platform rationalization, decommissioning 2,000+ legacy BI applications across Business Objects, Cognos, and legacy platforms, delivering $8M in annual savings.

Architected predictive analytics platform using ML, increasing fraud detection anomalies by 150%.

Established steering committee to govern new system implementation, formalizing continuous reporting framework for compliance management.

Served as Lead Analyst to the COO of Global Delivery, sole provider of performance metrics and dashboards.

Spearheaded the firm's first Tableau deployment for optimized dashboard automation.