Amazon

Google

Microsoft

Godhuli

18yrs Amazon (L7, 9yrs), Microsoft (3yrs), Google (3yrs) MBA/MS Bar Raiser 8yrs

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SWE, Product Manager, TPM or AI Operator: take your job search readiness test. We don't use AI to evaluate your readiness, please don't use AI to give us your answers.Your 5 question evaluation is built and scored with 100+ years of industry experience. Because AI is not here to replace judgement.

Decide Your Level: Take a 3-mts Test

Master AI PM frameworks, and position high-impact products to secure and elevate your career with Fortune20 companies

18yrs: Amazon, Google, Microsoft. MBA/MS

Godhuli Chatterjee

18yrs Product Exec Amazon (L7, 9yrs), Google (6yrs). MBA/MS. Bar Raiser 

Early-career candidates often struggle with AI PM interviews for three reasons:<ul><li>they rely on generic PM answers</li><li>they overuse AI buzzwords without depth</li><li>they lack structured thinking under pressure</li></ul>The result: decent answers that don’t stand out. This course focuses on fixing exactly that.Learn:<ol><li>AI Evolution</li><li>AI Fundamentals</li><li>AI System Design</li><li>AI Product Design</li></ol>

No hype. No frameworks.
Just clear thinking and real interview patterns.

Ace interviews to secure your US tech career.  Frameworks, Use Cases

Be Ready for an AI PM Job Search

Beginners AI Compass - Choosing Between Kiro, Quick, Claude

Mid-Career - AI PM Job Search

Be ready for an AI PM Job Search

AI PM Job Search - Non-Tech Operators

Find your right fit: Product Manager, TPM or an AI Operator

Contrary to popular belief, there aren't 100s of Foundational Models out there

Here are the 10 Foundational Models that you must know, whether you are interviewing or creating in AI PM space

18 yrs Product Leadership across Amazon (10yrs), Google (3yrs), Microsoft (3yrs)

10 Foundational AI Models

Thwart emotional burnout and accelerate your job search timeline by doing these three things

3 Step BEFORE you start your job search

AI did not replace system design fundamentals

Tradeoffs discussion makes or breaks a System Design interview for product managers. This is the full list of Tradeoffs.

Advanced AI System Design PM Interview - Tradeoff Full List

AI did not replace system design fundamentals. It added additional reasoning 

Tradeoffs is a critical area in AI PM interviews. This resource provides basic overview of key topics.

18 yr Product Leadership across Amazon (10yrs), Google (3yrs), Microsoft (3yrs)

AI System Design Tradeoff - Basic

Growth and Marketing Strategy Fundamentals in AI Era

This 7-part asset provides complete growth strategy for Product Managers transitioning to become AI Product Operators.

Complete (7-part) Marketing Fundamentals for AI Product Operator

30 AI components with a bonus 30 traditional System Design Components. Definition, Details and Strategy.

Components List - AI System Architecture - Interview Edition

Understanding the unique architecture of the Amazon process is the difference between rejection and a $500k+ total comp

At Amazon we call ourselves peculiar, learn the interview peculiarities here

Crack the Amazon Behavioral Loop

18yrs at Amazon, helping Job Searchers

ARPU, CAC, F1 Score - Get the Full List of AI PM KPIs 

Definitive list of foundational Product Management KPIs as well as AI KPIs for builders and interviewees.

Definitive List - AI Product KPIs

The most asked question I face in 2026 is if a tech professional should try to become an AI Product Operator.

Evaluate if your next step is to be an AI Product Operator

This presentation is for those who are wondering what the Claude-hype is about and if Claude is the right fit them

Master Claude Understanding - For Beginners, Early Careers, and Non-Tech PMs

Try this vibe-coded Project Management task tracker. Its built-on Gemini stack and gamified.

Vibe-coded Task Tracker

AI Product Sense Use Case Walkthrough with KPI, Edge Cases and Customer Segments

Forget SMART, Circles, Caffeine and other frameworks. This is your complete AI Product Sense walkthrough with KPIs.

Zero-Framework AI Product Sense - Interview Walkthrough

Master Tier-1 GenAI Product Sense: From Google/Amazon Trenches to Passing Loops

Promo Code RABBIT 20% off, expires 6/18Promo Code TURTLE 10% off, expires 6/20The market is flooded with AI hype, but if you're interviewing for top-tier roles or leading an ambiguous charter, surface-level buzzwords won't save you.Whether you are preparing for a grueling FAANG loop, upleveling your current job performance, or pivoting from a traditional vertical (program management, BI, marketing, project management) into an AI product operator, this workshop delivers the raw, un-hyped reality of how AI systems are built and broken.Based on lived, Tier-1 engineering scenarios from Google and Amazon, you will master:<ul><li>Production Realities: When to use RAG vs. Fine-Tuning, the truth about mitigating hallucinations, and exactly what evals to deploy when.</li><li>The Big Tech Playbook: What Tier-1 companies actually use AI for behind the scenes, and what they don't.</li><li>The Interview Blueprint: Learn exactly what bar-raisers ask in GenAI loops, how to scope complex system design prompts, and how to defend your architectural choices under cross-examination.</li></ul>Stop guessing what elite tech companies want. Skip the textbook theory, learn the fundamentals, and command your next career growth.

Learn product sense basics, ML-to-AI concepts, and RAG. This Google/Amazon blueprint transforms you into an elite, loop-ready AI operator.

Master Product Sense Fundamentals

Learn real world AI Product Use Cases

AI Product Sense Interview

Career shift from program, marketing, BI to AI Product Operators

Early Career and H1B Professionals

Beyond the Scare Tactics: Regain Control of Your Tech Job Search

Linkedin is flushed with scare-tactics. Professionals are either waiting in the sidelines for the perfect moment to start their job search or losing hope interview after interview. If this is you, please join me in this comprehensive guide that spans 3 resume update techniques, one job search strategy and complete interview structure for cutting your job search time in half. We will discuss identity, discoverability, and AI PM interview based on my 18yrs experience at Amazon, Google, Microsoft and Bar Raiser experience for 8yrs.

Cut Your Job Search Time in Half: The 3-Part Framework for Senior & AI PMs

Get your resume transformed

Resume update is 3% of the reason you are not getting calls, its your job search

Fundamentals of product design, system design and AI for interviews

Program managers, marketing managers, BIE and TPMs who wants to evolve their career to become AI Product Operators

AI System Design for PMs: Going from Chess to 3D-Chess

The advent of GenAI changes the system design interview because the product architecture now includes a behavior-producing system inside the product system. PMs must reason about both the deterministic software layer and the probabilistic AI layer.

How to connect business impact to architecture and AI behavior

System Design Fundamentals for PMs

Program, Marketing and BI strategists that are exploring career growth as AI Operators

Godhuli Godhuli will transform you into a Tier-1 hire

Godhuli

Courses

Early Career - AI PM Interview

Workshops

Masterclass: AI PM Product Sense

Be Ready for an AI PM Job Search

Get Ready for AI PM System Design Interviews

Lightning Lessons

Be Ready for an AI PM Job Search

Beginners AI Compass - Choosing Between Kiro, Quick, Claude

Mid-Career - AI PM Job Search

Be ready for an AI PM Job Search

AI PM Job Search - Non-Tech Operators

Find your right fit: Product Manager, TPM or an AI Operator

Resources

10 Foundational AI Models

3 Step BEFORE you start your job search

Advanced AI System Design PM Interview - Tradeoff Full List

AI System Design Tradeoff - Basic