Don't just manage.

The frameworks, prompts, and hands-on playbooks that help product managers become AI Product Engineers — the most in-demand role in tech.

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Code Snippet

# eval your LLM pipeline
from evals import run_suite

results = run_suite(
model="gpt-4",
dataset="product_qa"
)

Eval Framework

Accuracy94.2%

Latency (p95)1.2s

Cost / query$0.003

User satisfaction4.8/5

MEMORY.md

✅ Eval pipeline shipped

✅ Model A/B test: +12% accuracy

✅ PRD approved → sprint 1

⬜ Fine-tune on user feedback

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AI PM

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The transformation

From traditional PM to AI Product Engineer — here's the path.

Stage 1

The Curious PM

You know AI is changing everything. You've played with ChatGPT. But you don't know how to bring it into your product work.

Stage 1

The Curious PM

You know AI is changing everything. You've played with ChatGPT. But you don't know how to bring it into your product work.

Stage 2

The Technical Learner

You understand prompts, evals, and model tradeoffs. You can talk to engineers about embeddings and fine-tuning without faking it.

Stage 2

The Technical Learner

You understand prompts, evals, and model tradeoffs. You can talk to engineers about embeddings and fine-tuning without faking it.

Stage 3

The AI Builder

You've shipped an AI feature. You've built eval pipelines. You know the difference between a demo and a product.

Stage 3

The AI Builder

You've shipped an AI feature. You've built eval pipelines. You know the difference between a demo and a product.

Stage 4

The AI Product Engineer

You define the AI strategy. You build prototypes. You lead cross-functional AI teams. You're the most valuable person in the room.

Stage 4

The AI Product Engineer

You define the AI strategy. You build prototypes. You lead cross-functional AI teams. You're the most valuable person in the room.

Find Your Path 🧭

3 quick questions. Your personalized starting point.

Question 1 of 3

Have you shipped an AI feature?

Everything you need to break in

Battle-tested frameworks backed by PM leaders at companies large and small who build AI products every day.

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AI Product Engineer Playbook

The complete guide to building, evaluating, and shipping AI products. Real frameworks, not theory.

$49 one-time

✓ Eval frameworks & templates
✓ Prompt engineering patterns
✓ Shipping AI features end-to-end
✓ Real case studies

Get the Playbook

🎯

Interview Prep Pack

Land your AI PM role. 50+ real interview questions with detailed answer frameworks.

$29 one-time

✓ 50+ real interview questions
✓ Answer frameworks & rubrics
✓ Technical deep-dive prep
✓ Salary negotiation tips

Get the Prep Pack

BEST VALUE

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The Complete Bundle

Both products together. Everything you need to build AI products AND land the role.

$59 one-time · Save $19

✓ AI Product Engineer Playbook
✓ Interview Prep Pack
✓ Future updates included
✓ Priority support

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PMs are leveling up

What readers and followers are saying.

“This playbook gave me the confidence to actually propose an AI feature at work — and ship it. My skip-level noticed.”

Sarah K.

Senior PM at Series C Startup

“The eval frameworks alone are worth 10x the price. I went from 'vibes-based' AI assessment to actually measuring what matters.”

Marcus R.

Product Lead, Enterprise SaaS

“Used the interview prep pack and landed an AI PM role at a FAANG company. The frameworks for answering technical questions were 🔑.”

Jamie L.

AI Product Manager, Big Tech