8+ years buildingenterprise AI productsat Microsoft
26+ years in the software industry, building enterprise AI products from GenAI Copilots and security agents to ML analytics engines that protect millions of users.
What I Bring to the Table
AI product leadership grounded in technical depth, enterprise experience, and a relentless focus on outcomes.
AI-Native Product Thinking
Shipped the GenAI Copilot for Microsoft Purview (eDiscovery summarization, DLP policy insights, NL-to-Keyword query) to 16K+ monthly invocations and $3.2M/yr in productivity gains.
Enterprise Security Depth
Built the ML-based DLP Analytics Engine on Spark pipelines with anomaly detection, achieving 50%+ recommendation acceptance by security admins across Microsoft Purview.
Metrics-Driven Execution
On the Purview Copilot & Agents initiative (2021-2025): cut manual compliance-process costs 50% ($2M to $1M), accelerated security triage 30%, and grew Monthly Protected Users 20% MoM via ML-driven DLP recommendations.
Innovation Track Record
Won 4 Microsoft-wide hackathons (2023-2024): GenAI threat modeling tool, Code Compliance Sentinel, Copilot for Audit Search, and the D&I Culture Index.
Technical + Business Acumen
Deep expertise in Python, Azure ML, RAG, and RLHF. Collaborated closely with the CTO to architect Microsoft Security Copilot and subsequently led the end-to-end technical design reviews that enabled its global launch.
Cross-Functional Leadership
Ran the 100+ member One Services Estimator program to 75% global adoption and $4M+/yr savings, then scaled the Technical Leadership Development Program across 7 countries with NSAT > 180.
US Patents
Patented innovations in data security and machine learning, turning novel research into production-grade systems.
Data Security Grouping and Ranking
Anomaly detection and automated security policy generation using ML classifiers to identify and mitigate data exfiltration risks. The system detects security anomalies based on document distribution patterns, generates ranked security policy recommendations, and automatically configures managed computing systems.
View PatentData Security Mechanisms Implemented Using Machine Learning Predictors
Global ML prediction applied in a data security context. Generates predictions for data items, masks individual elements to determine local significance through confidence change analysis, and trains self-interpretation ML models for explainable data security decisions.
View PatentFeatured Work
Deep dives into products I've built, scaled, and shipped across AI, security, and consumer tech.
Security Copilots, Agents & DLP Analytics Engine
Designed and delivered an AI layer on Microsoft's Security Platform - enabling Copilot for Security (CfS) skills, agents, and functions that give security practitioners AI-powered capabilities across data protection, compliance, insider risk, and threat management.
InclusiveMind - DEI Culture Index
InclusiveMind is an AI-powered Diversity, Inclusion & Soft-Skills companion designed to embed real-time, privacy-first inclusion coaching directly into employees' everyday digital communications - no compliance dashboards, no surveillance.
SocietyXpress - 0-to-1 Marketplace Build
A case study in solving the hardest product problem: building a two-sided marketplace from zero. While my enterprise work demonstrates scale and AI depth, SocietyXpress proves I can identify a real-world problem, design the full product system, solve the cold-start problem, build supply-side tooling, and ship a revenue-generating product - skills that don't show up in enterprise PM roles but define whether a product leader can truly build.
Skills & Capabilities
A blend of technical fluency, domain expertise, and leadership skills honed across 26+ years in the software industry and 8+ years in product management.
AI & Machine Learning
Engineering & Platform
Data & Analytics
Domain Expertise
Leadership
Strategy
Let's Build Something Meaningful
Looking for a PM who can bridge the gap between AI ambition and shipped products? Let's talk.