Knowledge & Data Foundations
Semantic systems, trusted enterprise data, governance, and information architecture.
Selected work
From research ideas to enterprise platforms and products.
A curated view of projects that shaped my work across architecture, product strategy, engineering, and commercialization—spanning semantic systems, trusted data, decision intelligence, weather, agriculture, fraud, and industrial operations.
A portfolio arc
Decision Platforms
Analytics, risk, weather, and AI platforms built around consequential business decisions.
Vertical & Industrial AI
Context-rich platforms for asset-intensive, regulated, and operationally complex industries.
Current portfolio themes
Public, non-confidential view
Industrial operations
Asset Management & Industrial AI
Architecture and product leadership for AI and data platforms supporting asset lifecycle, reliability, and operational workflows.
Sustainability & risk
ESG, Asset Risk & Resilience
Bringing environmental, operational, and asset context together to support risk-aware decisions.
Environmental intelligence
Weather & Climate Platforms
Decision systems that translate weather and environmental data into operational insight.
Vertical AI
Agriculture Decision Intelligence
AI, weather, crop, and operational data brought together for better agricultural decisions.
Selected projects
Eleven public examples across the journey
Asset Lifecycle Management AI
01
ALM AI Platform Architecture
Extensible, agentic AI platform architecture for IBM Asset Lifecycle Management, using MCP-based integration patterns and reusable services; Maximo Agentic AI was an early application of the broader strategy.
- Leadership
- Led the ALM AI platform architecture and technical direction.
- Focus
- MCP-enabled extensibility, reusable AI capabilities, and coordinated agents across asset-management products and operational workflows.
Environmental Intelligence
02
IBM Environmental Intelligence Suite
A cloud-based climate and sustainability platform bringing together weather, climate, geospatial, environmental, IoT, and operational data to support resilience and sustainability decisions.
- Leadership
- Product and architecture leadership across the suite’s platform direction, integrated capabilities, and enterprise use cases.
- Focus
- Environmental monitoring, severe-weather alerts, climate-risk analytics, geospatial intelligence, operational disruption, and carbon accounting.
ESG & Asset Risk
03
ESG & Asset Risk Solutions
Solutions connecting sustainability data, climate and environmental risk, and asset operations so organizations can move from reporting toward operational action.
- Leadership
- Product and architecture leadership spanning portfolio strategy, solution integration, partner engagement, and enterprise adoption.
- Focus
- Asset-level sustainability, ESG data, operational risk, climate resilience, decarbonization workflows, and decision support.
Agriculture & Vertical AI
04
Watson Decision Platform for Agriculture
AI-driven decision support combining weather, crop, and operational data for the agriculture ecosystem.
- Leadership
- Technical product management, platform architecture, and engineering.
- Focus
- Yield forecasting, agricultural insights, and industry-specific decision workflows.
Weather & Data Platforms
05
Weather Company Data Analytics
Cross-industry weather, location, and analytics capabilities delivered through governed data platforms.
- Leadership
- Architecture and engineering leadership for data and analytics solutions.
- Focus
- Curated data lakes, geospatial processing, governance, and data-science insights.
Data & AI Platform
06
Insight Cloud Services
A governed platform for combining internal and external data into reusable analytic insights.
- Leadership
- Led development of automated ingestion, cataloging, profiling, and quality controls.
- Impact
- Supported self-service and client-specific data science across retail, apparel, and energy.
Risk & Decision Intelligence
07
Counter Fraud Management
An integrated platform for fraud detection, investigation, alerting, and case workflows.
- Leadership
- Led design and delivery of stewardship, rules, alerts, SAR workflows, device intelligence, and multilingual capabilities.
- Impact
- Helped grow the offering beyond $10M in revenue across large enterprise customers.
Semantic AI Research
08
SEMANTIXS
Ontology-guided extraction and semantic representation of structured information from free text.
- Leadership
- Devised the algorithm, ran the research, designed the architecture, and wrote the system.
- Impact
- Published at ICTAI and open-sourced; downloaded across 56 countries.
Enterprise Data
09
Reference Data Management Hub
Enterprise software for governing, harmonizing, and distributing shared reference data.
- Leadership
- Technical leadership across requirements, design, full-stack delivery, security, performance, and customer adoption.
- Impact
- Helped drive more than $5M in revenue through enterprise implementations.
Architecture & Productization
10
InfoSphere Blueprint Director
A visual architecture environment for aligning business requirements with information and solution design.
- Contribution
- Helped take an advanced technology concept into the product’s first shipped release.
- Focus
- Information architecture, solution blueprints, standardization, and cross-domain alignment.
Master Data & Platforms
11
Master Data Management Hub
Trusted enterprise views of customers, suppliers, products, materials, accounts, and other critical entities.
- Contribution
- Developed product features and domain extensions while advancing linked data, mashups, and integration patterns.
- Impact
- Supported product expansion into new industry verticals.
Public descriptions are intentionally concise and exclude confidential client, product, and implementation details.
Looking ahead