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Portfolio
Case Studies
Systems thinking across infrastructure, AI/ML, and platforms.
12×
Underwriting throughput
1200% productivity with AI
33%
Auto‑decisioned apps
Human‑in‑the‑loop ML
19→9
Catalog simplified
Clearer SKUs, better positioning
6 mo
AI to production
Reduced time‑to‑market
Infrastructure
SKU consolidation from 19→9, VMware risk mitigation with VPC strategy, and enterprise deployment standards.
Product strategy • Infrastructure • Enterprise
AI/ML
Automated underwriting with AI: 1200% productivity increase and 33% of apps AI‑decisioned.
ML pipelines • Human‑in‑the‑loop • Fintech
Platform
Linux migration for AV control, SDVoE leadership, and disciplined software practices.
Platform engineering • Process