"To build a product using Generative AI (Gen AI), the process would involve multiple steps, from conceptualization to deployment. Here's a structured approach :
1. Identify the Problem or Opportunity
Start with the need or opportunity: What problem do you want to solve? Is it to automate tasks, generate content, enhance creativity, or improve user experience?
Example products:A content creation tool that generates blog posts or articles.
A personalized customer support chatbot"
Maulik S. - "To build a product using Generative AI (Gen AI), the process would involve multiple steps, from conceptualization to deployment. Here's a structured approach :
1. Identify the Problem or Opportunity
Start with the need or opportunity: What problem do you want to solve? Is it to automate tasks, generate content, enhance creativity, or improve user experience?
Example products:A content creation tool that generates blog posts or articles.
A personalized customer support chatbot"See full answer
"Few clarifying questions here
Is the competitor a service and does it have other offerings as well? Is it charging $5 for a service or only email?
Is it for a specific platform here? Or does it include all platforms?
Does the competitor have a huge market share/or is it a small company?
Let's assume it's only for email's
The structure I would want to layout for knowing what to do next for Gmail would be the following - Mission, Goals, Google's revenue model, Customer Profiles using Gm"
Pratik M. - "Few clarifying questions here
Is the competitor a service and does it have other offerings as well? Is it charging $5 for a service or only email?
Is it for a specific platform here? Or does it include all platforms?
Does the competitor have a huge market share/or is it a small company?
Let's assume it's only for email's
The structure I would want to layout for knowing what to do next for Gmail would be the following - Mission, Goals, Google's revenue model, Customer Profiles using Gm"See full answer
"Let me tell you about the time where I pivoted strategies and we launched a paid loyalty program Instead of a free one.
This was a time at Reddoorz when we were gearing up to launch a loyalty program to drive sustainable business by creating a loyal user base.
Initially , we had decided to launch a program where users can Opt-In for free. The idea was to get On-Board at least 40% of repeat user base into the loyalty program to drive retention. Competitive bench marking also led to our inclinat"
Vivek S. - "Let me tell you about the time where I pivoted strategies and we launched a paid loyalty program Instead of a free one.
This was a time at Reddoorz when we were gearing up to launch a loyalty program to drive sustainable business by creating a loyal user base.
Initially , we had decided to launch a program where users can Opt-In for free. The idea was to get On-Board at least 40% of repeat user base into the loyalty program to drive retention. Competitive bench marking also led to our inclinat"See full answer
"Clarifying questions:
· Is there a specific scenario we are building before? Example: urgent need for a specific type of blood vs building up blood banks proactively. You decide
· This would be for mobile/web and integrate into the existing facebook product? Yes
Ok before we get started I wanted to discuss the facebook mission: to give people the power to build community and bring the world closer together.
I can see how blood donation fits directly into this, enabling blood donation helps"
Anonymous Hummingbird - "Clarifying questions:
· Is there a specific scenario we are building before? Example: urgent need for a specific type of blood vs building up blood banks proactively. You decide
· This would be for mobile/web and integrate into the existing facebook product? Yes
Ok before we get started I wanted to discuss the facebook mission: to give people the power to build community and bring the world closer together.
I can see how blood donation fits directly into this, enabling blood donation helps"See full answer
"Clarifying Questions -
Who are we referring to "friends" and "non-friends"? (My assumption is people who we follow and they follow us back are our FRIENDS and people who we just follow, recommendations by Facebook and all other content falls under NON-FRIENDS category, is it right?)
Are we doing it putting a certain success metric in our mind? (Assuming none, just to make people's lives easy)
Let's use a combination of GAME & 4W1H Framework here to evaluate this question
**G"
Pankhuri T. - "Clarifying Questions -
Who are we referring to "friends" and "non-friends"? (My assumption is people who we follow and they follow us back are our FRIENDS and people who we just follow, recommendations by Facebook and all other content falls under NON-FRIENDS category, is it right?)
Are we doing it putting a certain success metric in our mind? (Assuming none, just to make people's lives easy)
Let's use a combination of GAME & 4W1H Framework here to evaluate this question
**G"See full answer
"As you know, this is the most important question for any interview. Here is a structure I like to follow,
Start with 'I'm currently a SDE/PM/TPM etc with XYZ company.... '
Mention how you got into PM/TPM/SDE field (explaining your journey)
Mention 1 or 2 accomplishments
Mention what you do outside work (blogging, volunteer etc)
Share why are you looking for a new role
Ask the interviewer if they have any questions or will like to dive deep into any of your experience"
Bipin R. - "As you know, this is the most important question for any interview. Here is a structure I like to follow,
Start with 'I'm currently a SDE/PM/TPM etc with XYZ company.... '
Mention how you got into PM/TPM/SDE field (explaining your journey)
Mention 1 or 2 accomplishments
Mention what you do outside work (blogging, volunteer etc)
Share why are you looking for a new role
Ask the interviewer if they have any questions or will like to dive deep into any of your experience"See full answer
"First
Clarify whether this is for FB general account or business account
Why is removing the profile pic being considered in the first place? Declining conversion rates? TTV(signup to post creation) is perceived as too high wrt competing apps? Meta is considering a single signup for all its apps(FB, Insta, WA) & is looking to optimize the same?
Do we have any supporting data for this? user feedback?
Next
Look at current FB signup flow(assuming these are the steps since its be"
Debajyoti B. - "First
Clarify whether this is for FB general account or business account
Why is removing the profile pic being considered in the first place? Declining conversion rates? TTV(signup to post creation) is perceived as too high wrt competing apps? Meta is considering a single signup for all its apps(FB, Insta, WA) & is looking to optimize the same?
Do we have any supporting data for this? user feedback?
Next
Look at current FB signup flow(assuming these are the steps since its be"See full answer
"I defaulted to a dictionary-style definition of autonomy, then loosely tied it to users and systems. But I missed the interviewer’s signal that this was really a design/strategy probe. Stopping at a generic level made it sound like I couldn’t translate agency into what matters for product — user trust, trade-offs, risk, and roadmap implications."
Tracy M. - "I defaulted to a dictionary-style definition of autonomy, then loosely tied it to users and systems. But I missed the interviewer’s signal that this was really a design/strategy probe. Stopping at a generic level made it sound like I couldn’t translate agency into what matters for product — user trust, trade-offs, risk, and roadmap implications."See full answer
"Product Overview: Instagram, a social network owned by Meta, allows users to create and share various types of content, including photos, videos, and Reels, which are short, TikTok-style videos. The platform serves different user segments, including content creators, viewers, and the platform itself as an ecosystem.
User Segmentation: I segmented users into three primary categories:
Content Creators: This includes businesses, public figures, influencers, and regular users who crea"
Aviran H. - "Product Overview: Instagram, a social network owned by Meta, allows users to create and share various types of content, including photos, videos, and Reels, which are short, TikTok-style videos. The platform serves different user segments, including content creators, viewers, and the platform itself as an ecosystem.
User Segmentation: I segmented users into three primary categories:
Content Creators: This includes businesses, public figures, influencers, and regular users who crea"See full answer
"What metrics do you use to measure the success of a product?
Clarifications & Assumptions
What type of a Product is it? Is it an App? Assume it is an App.
Are you launching the App now or is it an App that has already been in production for a while? Assume you are launching the App now.
It is for a consumer (D2C or a B2B / Enterprise)? Assume it is for consumers / individual users to start with, and eventually will be adopted by Enterprises. Assume that your current target custo"
Karthik M. - "What metrics do you use to measure the success of a product?
Clarifications & Assumptions
What type of a Product is it? Is it an App? Assume it is an App.
Are you launching the App now or is it an App that has already been in production for a while? Assume you are launching the App now.
It is for a consumer (D2C or a B2B / Enterprise)? Assume it is for consumers / individual users to start with, and eventually will be adopted by Enterprises. Assume that your current target custo"See full answer
"Clarify:
Feature for group messages and not individual messages
The feature will be primarily used for Whatsapp and not other Meta products - Instagram, FB
We are looking to improve engagement with this feature
User:
Pro users
Users with moderate usage
Users with no/little usage
Prioritize - Users with no/little usage - as this user base could be greatly impacted
Pain points:
Too many messages are sent to the group and important messages are lost.
Multiple message popp"
Sahil A. - "Clarify:
Feature for group messages and not individual messages
The feature will be primarily used for Whatsapp and not other Meta products - Instagram, FB
We are looking to improve engagement with this feature
User:
Pro users
Users with moderate usage
Users with no/little usage
Prioritize - Users with no/little usage - as this user base could be greatly impacted
Pain points:
Too many messages are sent to the group and important messages are lost.
Multiple message popp"See full answer
"
Honestly, the first question should be can you please explain the question in detail. Below is my breakdown of this question
What kind of furniture market? Online or store-based?
Will Google produce the furniture or will it be an aggregator?
Once understood let us ask more clarifying questions
Why does Google wanna get into this space? Is it to increase revenue or engagement?
Is there a region that Google is thinking of starting in?
I**s there a problem to be solved? What is the motivation"
Ekta M. - "
Honestly, the first question should be can you please explain the question in detail. Below is my breakdown of this question
What kind of furniture market? Online or store-based?
Will Google produce the furniture or will it be an aggregator?
Once understood let us ask more clarifying questions
Why does Google wanna get into this space? Is it to increase revenue or engagement?
Is there a region that Google is thinking of starting in?
I**s there a problem to be solved? What is the motivation"See full answer
"To answer this question I am going to first clarify the product offering and what ti does, talk about the goals for IG reels for Facebook, go through user actions and then come up with some key metrics to measure success of the product based on the goals.
Product Overview
IG reel allows creators to build short-form video with a bunch of different editing features and post that to their followers or to the broader IG network. It allows regular IG users to create their own content and build"
stash - "To answer this question I am going to first clarify the product offering and what ti does, talk about the goals for IG reels for Facebook, go through user actions and then come up with some key metrics to measure success of the product based on the goals.
Product Overview
IG reel allows creators to build short-form video with a bunch of different editing features and post that to their followers or to the broader IG network. It allows regular IG users to create their own content and build"See full answer
"Clarify:
I have some clarifying questions I would like to get answered
Is this a podcast app that uses Netflix actors/actresses/producers/etc?
Is this available to everyone or just Netflix subscribers?
How is this product presented? Is it apart of the Netflix app or its own separate app?
Goals:
First thing first is to understand Netflix. Netflix is a streaming platform that differentiates itself by being the first platform that creates its own original content. It is facing massi"
Rasheek N. - "Clarify:
I have some clarifying questions I would like to get answered
Is this a podcast app that uses Netflix actors/actresses/producers/etc?
Is this available to everyone or just Netflix subscribers?
How is this product presented? Is it apart of the Netflix app or its own separate app?
Goals:
First thing first is to understand Netflix. Netflix is a streaming platform that differentiates itself by being the first platform that creates its own original content. It is facing massi"See full answer
"Clarifying questions:
Are there any specific constraints that you want me to take in to account when thinking through this problem : [Interviewer] No
Can i think through this in freeform or is there a specific goal we are trying to achieve : [Interviewer] I will let you decide the goal
Strategic Analysis:
Spotifyies mission is to - "Unlock the potential of human creativity – by giving a million creative artists the opportunity to live off their art and billions of fans the o"
Kunal S. - "Clarifying questions:
Are there any specific constraints that you want me to take in to account when thinking through this problem : [Interviewer] No
Can i think through this in freeform or is there a specific goal we are trying to achieve : [Interviewer] I will let you decide the goal
Strategic Analysis:
Spotifyies mission is to - "Unlock the potential of human creativity – by giving a million creative artists the opportunity to live off their art and billions of fans the o"See full answer
"Clarification Questions
What does it mean by Next Gen Elevator? → Next Gen Elevator means Elevator using new technologies.
Where is this Elevator situated? → Skyscrapers, Commercial Buildings, Residential Buildings or Elevators to Space? Assuming it’s Commercial Buildings.
What is the Goal of Making Next Gen Elevators? Is it improving Safety? User Experience? Assuming it’s User Experience
_Goal: To design an elevator using emerging technologies to improve user experience in a C"
Anonymous Muskox - "Clarification Questions
What does it mean by Next Gen Elevator? → Next Gen Elevator means Elevator using new technologies.
Where is this Elevator situated? → Skyscrapers, Commercial Buildings, Residential Buildings or Elevators to Space? Assuming it’s Commercial Buildings.
What is the Goal of Making Next Gen Elevators? Is it improving Safety? User Experience? Assuming it’s User Experience
_Goal: To design an elevator using emerging technologies to improve user experience in a C"See full answer
"Clarification
I would first try to understand what FB Marketplace is since I haven't really used it more than a few times.
My understanding is the following
Launched 2-3 years ago in the US, it is similar to web classified services such as Craigslist
The sellers are not businesses but rather individuals, primarily in local areas
Broad range of products with no particular focus: ranging from electronics, furniture, used cars to even apartment for rent. Sometimes posters are willin"
Patrick B. - "Clarification
I would first try to understand what FB Marketplace is since I haven't really used it more than a few times.
My understanding is the following
Launched 2-3 years ago in the US, it is similar to web classified services such as Craigslist
The sellers are not businesses but rather individuals, primarily in local areas
Broad range of products with no particular focus: ranging from electronics, furniture, used cars to even apartment for rent. Sometimes posters are willin"See full answer
"100 people per floor x 100 floors = 10,000 people. Uses of the elevator per day per person: 4, so 40,000 rides per day. Average length of a ride = 50 floors, assuming each ride is to the lobby. Target time per ride: 1 minute. Assuming 80% of traffic occurs during four rush hours, then 32,000 rides must happen in that time, so 133 per minute. Assuming six people per ride then you get 22 elevators required to operate during peak times.
I reality you have to treat this as a Poisson arrival process"
Marcos P. - "100 people per floor x 100 floors = 10,000 people. Uses of the elevator per day per person: 4, so 40,000 rides per day. Average length of a ride = 50 floors, assuming each ride is to the lobby. Target time per ride: 1 minute. Assuming 80% of traffic occurs during four rush hours, then 32,000 rides must happen in that time, so 133 per minute. Assuming six people per ride then you get 22 elevators required to operate during peak times.
I reality you have to treat this as a Poisson arrival process"See full answer