"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
"Designing an evaluation framework for ads ranking is crucial for optimizing the effectiveness and relevance of ads displayed to users. Here's a comprehensive framework that you can use:
Define Objectives and Key Performance Indicators (KPIs):**
\\Click-Through Rate (CTR):\\ The ratio of clicks to impressions, indicating the effectiveness of an ad in attracting user attention.
\\Conversion Rate:\\ The ratio of conversions (e.g., sign-ups, purchases) to clicks, measuring how well"
Ajay P. - "Designing an evaluation framework for ads ranking is crucial for optimizing the effectiveness and relevance of ads displayed to users. Here's a comprehensive framework that you can use:
Define Objectives and Key Performance Indicators (KPIs):**
\\Click-Through Rate (CTR):\\ The ratio of clicks to impressions, indicating the effectiveness of an ad in attracting user attention.
\\Conversion Rate:\\ The ratio of conversions (e.g., sign-ups, purchases) to clicks, measuring how well"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
"Here is the sample answer from the Assistant at https://chat.openai.com/g/g-Z8yp2xrzt-fang-pm-interview-assistant
As a Product Manager at Google, designing a product for air travelers involves leveraging Google's technological prowess and vast data resources. Here's a comprehensive approach:
1. \\Understanding Goals and Objectives\\
\\Primary Goal:\\ Enhance the travel experience for air travelers through seamless information access, personalized s"
Manish M. - "Here is the sample answer from the Assistant at https://chat.openai.com/g/g-Z8yp2xrzt-fang-pm-interview-assistant
As a Product Manager at Google, designing a product for air travelers involves leveraging Google's technological prowess and vast data resources. Here's a comprehensive approach:
1. \\Understanding Goals and Objectives\\
\\Primary Goal:\\ Enhance the travel experience for air travelers through seamless information access, personalized s"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
Product Manager
Product Design
🧠Want an expert answer to a question? Saving questions lets us know what content to make next.
"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
"!! FEEDBACK WELCOME !!
Clarify question
By art we mean visual art, e.g. paintings? - Yes
Is this a solution to create art on Instagram or to showcase existing art on Instagram? - Create art
Why build this, Engagement or Acquisition? - Engagement
Reframe: We want to increase Instagram engagement through creation and sharing of art with followers.
Talking about the space
The Internet has over time continuously reduced barriers to creative expression. From blogging to Twitter,"
Apurv K. - "!! FEEDBACK WELCOME !!
Clarify question
By art we mean visual art, e.g. paintings? - Yes
Is this a solution to create art on Instagram or to showcase existing art on Instagram? - Create art
Why build this, Engagement or Acquisition? - Engagement
Reframe: We want to increase Instagram engagement through creation and sharing of art with followers.
Talking about the space
The Internet has over time continuously reduced barriers to creative expression. From blogging to Twitter,"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
"I got this question in my Mini-Case today. I was a little confused because even though I asked a few clarifying questions -- it didn't clarify much! :-)
My response was to what was shown on screen -- a mock of the current process (five modal windows) and a mock of a new single modal. THe ask for this was what do you like and dislike in the mock for the new. I will admit that it would have been easy to say what was wrong with the current process - but since the ask was for the new mock, and"
Kari J. - "I got this question in my Mini-Case today. I was a little confused because even though I asked a few clarifying questions -- it didn't clarify much! :-)
My response was to what was shown on screen -- a mock of the current process (five modal windows) and a mock of a new single modal. THe ask for this was what do you like and dislike in the mock for the new. I will admit that it would have been easy to say what was wrong with the current process - but since the ask was for the new mock, and"See full answer
"Here’s my general framework/formula/structure:
Clarify - What do I need to know to make the question/prompt a little less ambiguous? What assumptions do I need to establish with the interviewer?
Example: I would probably ask - Are we focused on professional/gig musicians who do music for a living? Or casual hobbyist musicians who make music for fun? Or I may want to know if I should focus on building on to a current Meta product like Instagram/FB Reels or think independently of th"
Chloe E. - "Here’s my general framework/formula/structure:
Clarify - What do I need to know to make the question/prompt a little less ambiguous? What assumptions do I need to establish with the interviewer?
Example: I would probably ask - Are we focused on professional/gig musicians who do music for a living? Or casual hobbyist musicians who make music for fun? Or I may want to know if I should focus on building on to a current Meta product like Instagram/FB Reels or think independently of th"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
"Defining the product
Spotify is a music & podcast streaming application and by podcast, we are talking about the audio podcasts which creators upload on the app.
Clarifying Questions & respective assumptions
Context
Who are we improving the product for? Creators or Consumers?
What are the current features for consumers in brief?
Each podcast has episodes, about(audio trailer), more like this
Why are we doing this?
Where are we planning to l"
Shubh - "Defining the product
Spotify is a music & podcast streaming application and by podcast, we are talking about the audio podcasts which creators upload on the app.
Clarifying Questions & respective assumptions
Context
Who are we improving the product for? Creators or Consumers?
What are the current features for consumers in brief?
Each podcast has episodes, about(audio trailer), more like this
Why are we doing this?
Where are we planning to l"See full answer
"Candidate: Before we go ahead I have a few clarifying questions, I’d like to ask.
Interviewer: Sure.
Candidate: Just to clarify, we would like to improve WhatsApp and our goal is to earn revenue from it. Is that true?
Interviewer: Yes, that is true.
Candidate: Great, WhatsApp currently has 3 different plans.
1) Private WhatsApp
2) WhatsApp Business for small B2C businesses
3) WhatsApp Business API, for medium and large B2C businesses.
I know that the 3’rd category"
Jasmin R. - "Candidate: Before we go ahead I have a few clarifying questions, I’d like to ask.
Interviewer: Sure.
Candidate: Just to clarify, we would like to improve WhatsApp and our goal is to earn revenue from it. Is that true?
Interviewer: Yes, that is true.
Candidate: Great, WhatsApp currently has 3 different plans.
1) Private WhatsApp
2) WhatsApp Business for small B2C businesses
3) WhatsApp Business API, for medium and large B2C businesses.
I know that the 3’rd category"See full answer
"Addressed the duality of the feature - each user is a consumer and provider
Addressed pain points such as cleaning, security
"
Adi S. - "Addressed the duality of the feature - each user is a consumer and provider
Addressed pain points such as cleaning, security
"See full answer
"I have nothing in my mind even upon thinking that Google Product is going to be disliked. The reason is that it is made with the effort to serve the customers. I like Gooogle because the Searching using the web browser, its timely response, especially for Research problems, we use the Google Scholar, Google collaborative, Google Documents, Google Drive, Google GMAIL inbox and the interface design, and many other things."
Amana A. - "I have nothing in my mind even upon thinking that Google Product is going to be disliked. The reason is that it is made with the effort to serve the customers. I like Gooogle because the Searching using the web browser, its timely response, especially for Research problems, we use the Google Scholar, Google collaborative, Google Documents, Google Drive, Google GMAIL inbox and the interface design, and many other things."See full answer
"Approach
Clarify the question
Define deaf --> unable to hear, but can communicate via sign language, lip read and use all other senses
Define fire alarm --> for residential use, it notifies occupants of smoke and potential fires and alerts fire department to check in and/or come over
Define constraints --> budgetary constraint, design should be user-friendly and convenient
Define goals --> get folks out of harm's way quickly and notify fire department to c"
Bella R. - "Approach
Clarify the question
Define deaf --> unable to hear, but can communicate via sign language, lip read and use all other senses
Define fire alarm --> for residential use, it notifies occupants of smoke and potential fires and alerts fire department to check in and/or come over
Define constraints --> budgetary constraint, design should be user-friendly and convenient
Define goals --> get folks out of harm's way quickly and notify fire department to c"See full answer
"Great question, first some clarifying questions:
I assume that we're talking about meta disrupting the travel industry? Or generally
When we say travel industry, this could include modes of transportation, scheduling transportation, what to do when you're there etc.? Are we focused on business travel? Leisure travel?
I'm going to assume for the sake of scoping down that we're going to be focused on Leisure travel because business does not have as much pain, and on the flip-side o"
Anonymous I. - "Great question, first some clarifying questions:
I assume that we're talking about meta disrupting the travel industry? Or generally
When we say travel industry, this could include modes of transportation, scheduling transportation, what to do when you're there etc.? Are we focused on business travel? Leisure travel?
I'm going to assume for the sake of scoping down that we're going to be focused on Leisure travel because business does not have as much pain, and on the flip-side o"See full answer
"Restaurant Types
High-end
Fast-food
Regular
User Types
Restaurants – seeking operational efficiency and increased revenue.
Customers – categorized by group size and dining intent:
2–4 Friends/Family – casual dining.
Solo Diners – convenience and quick service.
Groups > 4 – shared orders and split bills.
Goal
Design a tablet solution to achieve product-market fit by addressing key pain points and driving high ad"
Brandy L. - "Restaurant Types
High-end
Fast-food
Regular
User Types
Restaurants – seeking operational efficiency and increased revenue.
Customers – categorized by group size and dining intent:
2–4 Friends/Family – casual dining.
Solo Diners – convenience and quick service.
Groups > 4 – shared orders and split bills.
Goal
Design a tablet solution to achieve product-market fit by addressing key pain points and driving high ad"See full answer
"Gotcha, so I understand that our goal is to improve Google Docs and identify key metrics.
Questions
Is the purpose of these metrics to quantify the performance specifically of the features we suggest? Or Docs as a broader product and its impact on the Google ecosystem? Let's assume the former.
Is there any goal we are trying to improve for Google Docs? Let's assume we want to increase usage, and have Docs also drive productivity suite subscriptions.
Are there any specific"
Daniel P. - "Gotcha, so I understand that our goal is to improve Google Docs and identify key metrics.
Questions
Is the purpose of these metrics to quantify the performance specifically of the features we suggest? Or Docs as a broader product and its impact on the Google ecosystem? Let's assume the former.
Is there any goal we are trying to improve for Google Docs? Let's assume we want to increase usage, and have Docs also drive productivity suite subscriptions.
Are there any specific"See full answer