Tools & Resources
Free Resources for Data & AI Leaders
Frameworks, templates, and guides I've developed through years of advising enterprise data and AI teams. No email required — just download and use.
AI Maturity Assessment Framework
A structured 40-question assessment to benchmark your organization's AI maturity across strategy, data, talent, technology, and governance dimensions.
Data Platform Architecture Decision Guide
Decision trees and scoring rubrics for choosing between lakehouse architectures, compute engines, transformation tools, and orchestration platforms.
AI Use Case Prioritization Template
A Notion + Excel template to evaluate, score, and prioritize AI use cases by business value, feasibility, data readiness, and strategic fit.
Data Team Hiring Playbook
Interview guides, skills rubrics, and org design templates for hiring data engineers, data scientists, analytics engineers, and ML engineers.
Responsible AI Governance Checklist
A practical checklist for evaluating AI systems across fairness, explainability, privacy, security, and regulatory compliance dimensions.
MLOps Maturity Scorecard
Score your ML platform maturity across model development, deployment, monitoring, and governance — with a prioritized improvement roadmap.
Want Something More Tailored?
These tools are starting points. If you need a customized assessment or workshop for your team, let's talk.
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