Masterclass: Interview Homework for PMs

Most PM take-homes now get read by an AI before a human ever sees them. PM interview coach Sumant Malhotra walks through four real homework decks, two shortlisted and two that shouldn't have been, and shows exactly what separates them. You'll learn the 5 types of PM homework, the 20% most AI decks miss, and a system for acing your next take-home. Complete Deep Dive: https://www.news.aakashg.com/p/pm-take-home-assignment-playbook Transcript: https://www.aakashg.com/how-to-ace-pm-interview-homework-in-the-age-of-ai-with-sumant-malhotra/ Timestamps 1:25 - Why PMs should care about interview homework 3:35 - Which companies give PM take-homes, and which don't 8:02 - The 5 types of PM homework 9:42 - How to use AI as a thought partner, not a writer 12:25 - Good example 1 - taking an LLM triage PoC to production 18:41 - The 20% most candidates miss - evals and economics 20:17 - Good example 2 - unifying five data products 26:28 - Should you take on every homework assignment? 32:22 - Bad example 1 - the MVP that tried to do everything 36:15 - Bad example 2 - AI features with no evals 39:27 - How to split your hours on a take-home 49:12 - The biggest mistakes candidates make 55:41 - The 3-part system to succeed on PM homework 🏆 Land your next PM role, one level up, in 12 weeks. Register here: https://www.landpmjob.com/?utm_source=yt&utm_medium=yt&utm_campaign=sumant Also, you can get a year of the paid plans of my favorite AI tools with an annual membership: bundle.aakashg.com. Key Takeaways 1. AI made homework easy to fake, so companies tightened the bar - Take-homes exist because there are too many candidates and too few interviewers. Now that AI can produce a polished deck in minutes, companies write prompts that force real thinking and filter out AI slop. 2. Run the younger cousin test - If your younger cousin could produce the same slides from the same prompt, even 50% of them, go back and prepare again. Your homework has to show experience AI can't fake. 3. AI-native companies give the most take-homes - Sumant sees them from OpenAI, Anthropic, Razorpay, CrowdStrike, and Retool. Big FAANG companies rarely give them for senior roles, though early career programs sometimes do. 4. There are 5 types of PM homework - The PRD, strategy and competition, roadmap and prioritization, classic case studies, and AI prototyping. Prototyping is the newest and will be the most common for builder PM roles over the next two years. 5. Put hard rules above the model - The shortlisted triage deck never let AI run end to end. AI only suggested; rules decided whether a suggestion crossed a threshold, and a human made the final call. That shows real AI build experience. 6. Evals and economics are the missing 20% - Most AI decks stop at a top-line accuracy number. The ones that get through also cover how they'll evaluate the feature and what it costs. 7. Insights from their data beat formatting - The strongest deck pulled insights from the company's own tables, segmented products by how users use them, and named the opportunity cost. It barely mentioned AI at all. 8. More than two red flags and you're out - An everything-MVP that also proposed selling user data got through for an APM role in 2023. With AI screening first, it likely wouldn't survive today. 9. Follow the prompt - Only build a prototype if the role is a builder PM role, the prompt asks for one, or the company's product is agentic. If they ask for one page, send one page and link out to anything extra. 10. Prep the defense - Finish a day or two early. Have AI find the three biggest problems and the three likeliest questions, then rehearse with someone who has hired PMs. 👨‍💻 Where to find Sumant Malhotra LinkedIn: https://www.linkedin.com/in/sumantmalhotra-product-career-coach/ YouTube: https://www.youtube.com/@sumant_malhotra Topmate: https://topmate.io/sumant_malhotra 👨‍💻 Where to find Aakash X: https://x.com/aakashgupta LinkedIn: https://www.linkedin.com/in/aagupta/ Newsletter: https://www.news.aakashg.com 🔔 Subscribe and turn on notifications to get more videos like this: YouTube: https://www.youtube.com/@growproduct Spotify: https://open.spotify.com/show/7vVEMqCSKb7I7xPk8xZtg5 Apple: https://podcasts.apple.com/us/podcast/the-growth-podcast/id1763555775 🧠 About Product Growth The world's largest podcast focused solely on product + growth, with over 200K+ listeners. #pminterview #takehomeassignment #aipm

Sumant MalhotraguestAakash Guptahost

Aug 24, 202659mWatch on YouTube ↗

EPISODE INFO

Released: August 24, 2026
Duration: 59m
Channel: Aakash Gupta
Watch on YouTube: ▶ Open ↗

EPISODE DESCRIPTION

Most PM take-homes now get read by an AI before a human ever sees them. PM interview coach Sumant Malhotra walks through four real homework decks, two shortlisted and two that shouldn't have been, and shows exactly what separates them. You'll learn the 5 types of PM homework, the 20% most AI decks miss, and a system for acing your next take-home. Complete Deep Dive: https://www.news.aakashg.com/p/pm-take-home-assignment-playbook Transcript: https://www.aakashg.com/how-to-ace-pm-interview-homework-in-the-age-of-ai-with-sumant-malhotra/ Timestamps 1:25 - Why PMs should care about interview homework 3:35 - Which companies give PM take-homes, and which don't 8:02 - The 5 types of PM homework 9:42 - How to use AI as a thought partner, not a writer 12:25 - Good example 1 - taking an LLM triage PoC to production 18:41 - The 20% most candidates miss - evals and economics 20:17 - Good example 2 - unifying five data products 26:28 - Should you take on every homework assignment? 32:22 - Bad example 1 - the MVP that tried to do everything 36:15 - Bad example 2 - AI features with no evals 39:27 - How to split your hours on a take-home 49:12 - The biggest mistakes candidates make 55:41 - The 3-part system to succeed on PM homework 🏆 Land your next PM role, one level up, in 12 weeks. Register here: https://www.landpmjob.com/?utm_source=yt&utm_medium=yt&utm_campaign=sumant Also, you can get a year of the paid plans of my favorite AI tools with an annual membership: bundle.aakashg.com. Key Takeaways
1. AI made homework easy to fake, so companies tightened the bar - Take-homes exist because there are too many candidates and too few interviewers. Now that AI can produce a polished deck in minutes, companies write prompts that force real thinking and filter out AI slop.
1. Run the younger cousin test - If your younger cousin could produce the same slides from the same prompt, even 50% of them, go back and prepare again. Your homework has to show experience AI can't fake.
1. AI-native companies give the most take-homes - Sumant sees them from OpenAI, Anthropic, Razorpay, CrowdStrike, and Retool. Big FAANG companies rarely give them for senior roles, though early career programs sometimes do.
1. There are 5 types of PM homework - The PRD, strategy and competition, roadmap and prioritization, classic case studies, and AI prototyping. Prototyping is the newest and will be the most common for builder PM roles over the next two years.
1. Put hard rules above the model - The shortlisted triage deck never let AI run end to end. AI only suggested; rules decided whether a suggestion crossed a threshold, and a human made the final call. That shows real AI build experience.
1. Evals and economics are the missing 20% - Most AI decks stop at a top-line accuracy number. The ones that get through also cover how they'll evaluate the feature and what it costs.
1. Insights from their data beat formatting - The strongest deck pulled insights from the company's own tables, segmented products by how users use them, and named the opportunity cost. It barely mentioned AI at all.
1. More than two red flags and you're out - An everything-MVP that also proposed selling user data got through for an APM role in 2023. With AI screening first, it likely wouldn't survive today.
1. Follow the prompt - Only build a prototype if the role is a builder PM role, the prompt asks for one, or the company's product is agentic. If they ask for one page, send one page and link out to anything extra.
1. Prep the defense - Finish a day or two early. Have AI find the three biggest problems and the three likeliest questions, then rehearse with someone who has hired PMs. 👨‍💻 Where to find Sumant Malhotra LinkedIn: https://www.linkedin.com/in/sumantmalhotra-product-career-coach/ YouTube: https://www.youtube.com/@sumant_malhotra Topmate: https://topmate.io/sumant_malhotra 👨‍💻 Where to find Aakash X: https://x.com/aakashgupta LinkedIn: https://www.linkedin.com/in/aagupta/ Newsletter: https://www.news.aakashg.com 🔔 Subscribe and turn on notifications to get more videos like this: YouTube: https://www.youtube.com/@growproduct Spotify: https://open.spotify.com/show/7vVEMqCSKb7I7xPk8xZtg5 Apple: https://podcasts.apple.com/us/podcast/the-growth-podcast/id1763555775 🧠 About Product Growth The world's largest podcast focused solely on product + growth, with over 200K+ listeners. #pminterview #takehomeassignment #aipm

SPEAKERS

Sumant Malhotra
guest
Product management interview coach and content creator focused on PM take-home/homework rounds and candidate evaluation.
Aakash Gupta
host
Host of Product Growth with Aakash Gupta and product leader interviewing guests about PM skills and career growth.

EPISODE SUMMARY

In this episode of Aakash Gupta, featuring Sumant Malhotra and Aakash Gupta, Masterclass: Interview Homework for PMs explores how PMs win interview take-homes without AI-generated fluff Interview take-homes have become a primary filter because of candidate volume and limited interviewer capacity, and AI has pushed companies to demand clearer original thinking rather than polished generic output.

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