Thought LeadershipJanuary 2025
Why 80% of Enterprise AI Fails ROI
Evidence-based analysis from $500M+ in Fortune 100 deployments reveals why most AI projects fail to deliver measurable ROI — and how to avoid them.
8 min readRead→
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Analytical, evidence-based field notes on AI failures, patterns, and governance. Public record of observed patterns across enterprises. This is a warning, not a pitch.
Thought LeadershipJanuary 2025
How Causal Thinking Saves Wasted Pilots
Evidence from Fortune 100 deployments shows that causal inference frameworks prevent $2M+ in wasted AI pilots by separating correlation from causation.
6 min readRead→
PMO & Portfolio ManagementJanuary 2025
How Swarm Intelligence Transforms PMO Portfolio Management
From weeks of spreadsheet analysis to minutes of data-driven optimization. How nature-inspired algorithms solve the impossible balance of competing priorities and limited resources.
10 min readRead→
AI ArchitectureJanuary 2025
Agentic AI Patterns that Actually Ship
Architectures, evaluation, and governance—minus the hype. Real production patterns for building reliable AI agents.
8 min readRead→
CareerJanuary 2025
From Analytics to AI: Crafting a Pivot Narrative
Map your experience to credible AI roles and outcomes. How to position your analytics background for AI leadership.
7 min readRead→
GovernanceJanuary 2025
Responsible AI in Production
Guardrails, monitoring, and risk controls that leaders trust. Building AI systems that scale safely.
10 min readRead→
StrategyDecember 2024
The Evidence Ledger: Making AI Claims Auditable
How to document AI systems so anyone can trace claims to their sources. Building credibility through transparency.
8 min readRead→
ImplementationDecember 2024
Why 80% of AI Projects Fail (And How to Be in the 20%)
Evidence-based analysis of real AI deployments. The difference between AI theater and AI that delivers ROI.
9 min readRead→
StrategyNovember 2024
Data Moats in the Age of Foundation Models
Why proprietary data still wins. How companies like Nubank are building unbreakable AI advantages.
8 min readRead→
AI ArchitectureNovember 2024
RAG vs Fine-Tuning: When to Use Each
Technical deep dive on retrieval-augmented generation. Production patterns from Coinbase and Stripe deployments.
12 min readRead→
StrategyNovember 2024
The ROI Framework: Making AI Investment Decisions
How to measure AI impact credibly. Building business cases that executives understand and believe.
11 min readRead→
GovernanceOctober 2024
Compliance-First AI: Designing for Regulated Industries
Risk management patterns for financial services and healthcare. How RBC and traditional banks are winning with AI.
10 min readRead→
Featured Insights
The State of AI in 2025
What worked, what didn't, and what's next
80% of AI projects still fail, but the 20% that succeed deliver 2.56×+ ROI
Building Your AI Leadership Narrative
From individual contributor to executive strategy
Your experience in analytics, ML, or engineering is valuable—you just need to frame it correctly
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