Free Resources
Frameworks, Templates & Guides
Resources from building 10+ AI products across healthcare, EdTech, CPG, and enterprise technology. The actual documents I use, not sanitized versions made for a course. Subscribe free to download.
Product Management
PM Frameworks
The actual documents I use to ship products - not textbook theory.
PRD Template for AI Products
The product requirements doc I use at HCLTech. Includes sections for model requirements, data dependencies, regulatory constraints, and rollback criteria.
Download Free →Prioritization Matrix: RICE for Regulated Industries
Modified RICE framework that accounts for regulatory risk, compliance timelines, and clinical validation cycles. Includes scoring rubric.
Download Free →Product Metrics Dashboard Template
Google Sheets template for tracking adoption, activation, engagement, and retention across enterprise AI products. Pre-built formulas and charts.
Download Free →Stakeholder Mapping Canvas
Map decision-makers, influencers, blockers, and champions for complex enterprise deals. Includes communication cadence planner.
Download Free →AI in Regulated & Complex Industries
Implementation Guides
Regulation, validation, and deployment in complex industries - the parts that break most AI implementations regardless of vertical.
FDA AI/ML Regulatory Checklist
Step-by-step checklist for FDA compliance when building AI/ML-powered medical devices and clinical decision support tools. Updated for 2026 guidance.
Download Free →Clinical Trial AI Playbook
How to integrate AI into clinical trial workflows: protocol optimization, patient matching, site selection, and real-world evidence generation.
Download Free →AI Vendor Evaluation Scorecard
Weighted scoring template for evaluating healthcare AI vendors across technical capability, regulatory readiness, integration complexity, and total cost.
Download Free →GenAI & LLMs
GenAI Toolkits
For enterprise GenAI in production - not ChatGPT prompting guides.
Enterprise RAG Architecture Guide
Reference architecture for building retrieval-augmented generation systems in enterprise. Covers chunking strategies, embedding models, vector DBs, and evaluation.
Download Free →LLM Evaluation Framework
How to evaluate LLM outputs for accuracy, hallucination, toxicity, and task completion. Includes rubrics, automated testing patterns, and benchmark datasets.
Download Free →Prompt Engineering Library
50+ production-tested prompts across industries: clinical summarization, medical coding, educational content generation, product description writing, and enterprise document analysis.
Download Free →GenAI Build vs. Buy Decision Matrix
Framework for deciding when to build custom LLM solutions vs. buying vendor APIs. Includes cost models, risk assessment, and capability mapping.
Download Free →Career
Career Resources
For PMs trying to break into AI or healthcare tech - from someone building in both.
Big Tech PM Interview Prep Guide
Structured prep framework covering product sense, analytical, technical, and leadership rounds. Includes 20+ practice questions with answer frameworks.
Download Free →PM Portfolio Template
How to structure your product portfolio for maximum impact. Sections for case studies, metrics, product vision, and technical depth. Used for my own career transitions.
Download Free →STAR Framework for PM Interviews
Modified STAR method optimized for product management behavioral interviews. 15 pre-written stories covering cross-functional leadership, data-driven decisions, and ambiguity.
Download Free →Teardowns
AI Product Teardowns
How real AI products are built across industries - business model, tech stack, go-to-market strategy, and what they actually got right and wrong. More coming.
How Tempus Built a $6B Clinical AI Platform
Genomic sequencing meets machine learning. How Tempus went from sequencing lab to AI-powered precision medicine platform. Product strategy, data moats, and regulatory navigation.
Read Teardown →Viz.ai: How AI Triage Went From FDA Clearance to 1,400+ Hospitals
Real-time stroke detection via AI. The product decisions behind FDA 510(k) clearance, hospital integration strategy, and scaling clinical AI beyond radiology.
Read Teardown →Recursion Pharmaceuticals: AI-First Drug Discovery at Scale
Automated wet labs + computer vision + massive datasets. How Recursion is using AI to compress drug discovery timelines from years to months.
Read Teardown →Structured Learning
Free Courses
Looking for something more structured? The courses page has full email courses on AI product management across industries, enterprise GenAI, and breaking into AI PM.