Build vs Buy Matrix for AI Products: The Complete Framework
Stop treating build vs buy as a binary. There are 4 options, 6 decision axes, and a set of hidden costs most teams discover too late. Here's the complete framework.
LLM Evaluation Framework: Beyond Benchmarks
Public benchmarks are misleading. Here's how to evaluate LLMs for your actual production use case — custom eval sets, automated scoring, and the cost-quality-latency tradeoff framework.
RAG Architecture Decision Guide: When to Use What
A PM-friendly guide to RAG architecture decisions. Covers the decision tree, chunking strategies, embedding models, retrieval approaches, and the failure modes that kill most RAG systems.
Personal Brand Building for AI Product Leaders
How to build a personal brand in the AI space while working full-time. Platform strategy, content calendar template, and a 90-day launch plan.
From Enterprise PM to AI PM: The Transition Playbook
A step-by-step playbook for product managers transitioning from enterprise PM to AI PM roles. Skills assessment, learning roadmap, portfolio building, and a 12-week prep timeline.
AI Product Manager Interview Guide: 50 Questions You'll Actually Get Asked
50 real AI PM interview questions organized by category — product sense, technical depth, AI/ML specific, stakeholder management, and case studies. With frameworks for answering each one.
Stakeholder Alignment Canvas for AI Products
AI products fail at the stakeholder layer more often than the technical layer. This canvas helps you map fears, hopes, and evidence needs for every stakeholder.
AI Product Metrics Dashboard: What to Track and Why
Most AI teams only measure model accuracy. Here's the 4-layer framework I use to track what actually matters — from intrinsic quality to business impact.
RICE for AI: Modified Prioritization Framework
Standard RICE doesn't work for AI products because 'confidence' means something different when a model is involved. Here's the modified version I use across healthcare, fintech, and consumer AI.
AI Product PRD Template: The Practitioner's Version
A PRD template built specifically for AI products — not a generic PM template with 'AI' bolted on. Includes sections for data requirements, model evaluation, failure mode mapping, and regulatory considerations.
Recursion Pharmaceuticals: AI-First Drug Discovery
Viz.ai: AI Triage from FDA Clearance to 1,400+ Hospitals
How Tempus Built a $6B Clinical AI Platform
STAR Framework for PM Interviews
