Flagship Case Studies
Evidence-first project showcases with metrics, architecture decisions, and lessons learned from scaling AI systems and infrastructure.
Multi-Cloud Kubernetes Migration
Complete migration from ECS to EKS to multi-cloud setup with intelligent spend tracking for $10-12M quarterly infrastructure budget.
Cerebro AI Sales Platform
Outlook-integrated AI assistant for automated quote generation with SAP ERP integration and knowledge base search.
Trendvesting Trading Platform
Social trading platform with LoRA strategy switching, live market integration via SnapTrade, and fraud detection pipeline.
Legacy ML Pipeline Modernization
Transformed legacy ML workflows with data contracts, evaluation harness, and LoRA adapter management for production AI systems.
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What CTOs and Engineering Leaders Say
"Tim's infrastructure audit saved us $2.3M and identified bottlenecks we didn't even know existed."
"The AI feasibility sprint gave us clarity on our 18-month roadmap. No more guessing on priorities."
"Direct, actionable insights. Tim focuses on what matters: shipping and measuring outcomes."
My Approach
Assess Current State
Deep audit of existing systems, data, and team capabilities
Design Architecture
Create scalable, maintainable solutions aligned with business goals
Implement & Measure
Ship incrementally with proper monitoring and evaluation frameworks
Scale & Optimize
Continuous improvement based on metrics and operational learnings
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