"Understand the business problem: Identify the business problem that the AI data product is intended to solve.
Identify the target audience: Understand who will be using the data and what problem they will be solving for using the data. This will inform the features and functionality that should be included in the product.
Gather and preprocess the data: Collect and preprocess the data that is relevant to the problem that it is being solved for. This will inform the AI algorithm"
M D. - "Understand the business problem: Identify the business problem that the AI data product is intended to solve.
Identify the target audience: Understand who will be using the data and what problem they will be solving for using the data. This will inform the features and functionality that should be included in the product.
Gather and preprocess the data: Collect and preprocess the data that is relevant to the problem that it is being solved for. This will inform the AI algorithm"See full answer
"You're the PM for all of Instagram Stories. What is your North Star metric?
Meta's Mission: Give people the power to build community and bring the world
closer together.
IG's Mission: To capture and share the world's moments
User Types
Marketplace / 2-sided ecosystem
Creators and the Consumers
Metric Categories
Adoption
Engagement
Retention
[not pictured]: create a table with 2 columns: Creators and Consumers and 3 rows: Adoption, Engagement, Retention.
Talked through and priori"
Daniel L. - "You're the PM for all of Instagram Stories. What is your North Star metric?
Meta's Mission: Give people the power to build community and bring the world
closer together.
IG's Mission: To capture and share the world's moments
User Types
Marketplace / 2-sided ecosystem
Creators and the Consumers
Metric Categories
Adoption
Engagement
Retention
[not pictured]: create a table with 2 columns: Creators and Consumers and 3 rows: Adoption, Engagement, Retention.
Talked through and priori"See full answer
"By increasing the number of paid users, I assume we mean that we want to increase the % of DAUs who pay for YT Music.
First, we need to understand the Youtube Music play here.
Youtube Music was carved out of Youtube because Spotify and Apple Music were getting popular. Users were listening to music on Spotify instead of on Youtube, threatening ad revenue for Youtube. Therefore, Youtube Music was born as a standalone app, where users could listen to the music ad free from anywhere anytime.
In"
Priyansh J. - "By increasing the number of paid users, I assume we mean that we want to increase the % of DAUs who pay for YT Music.
First, we need to understand the Youtube Music play here.
Youtube Music was carved out of Youtube because Spotify and Apple Music were getting popular. Users were listening to music on Spotify instead of on Youtube, threatening ad revenue for Youtube. Therefore, Youtube Music was born as a standalone app, where users could listen to the music ad free from anywhere anytime.
In"See full answer
"Clarifying question:
Am I the first one to notice the fire, or there are people already on it?
Extent and source of fire - I am assuming it's localized and I am inside the data center, safe so far.
Response:
It is an emergency. I will do and coordinate the people to do the following in parallel, if I am the first one to know.
Get immediate attention of folks in the data center. Get someone and many people to call 911 and security. Coordinate to have people in need evacuated.
Turn off th"
Bg - "Clarifying question:
Am I the first one to notice the fire, or there are people already on it?
Extent and source of fire - I am assuming it's localized and I am inside the data center, safe so far.
Response:
It is an emergency. I will do and coordinate the people to do the following in parallel, if I am the first one to know.
Get immediate attention of folks in the data center. Get someone and many people to call 911 and security. Coordinate to have people in need evacuated.
Turn off th"See full answer
"I'd start by clarifying the purpose of the in-flight experience.
Get more travelers? (adoption)
Reduce customer churn? (retention)
Gain additional revenue? (revenue)
Lets say we want to offer an in-flight experience that drives revenue.
It is intuitive that, customer expectations for an in-flight experience will vary based on the duration of the flights:
Short haul flights (1 hour or less): Self-help options are better suited. While seating may be important, a slight inconvenience for"
Atit P. - "I'd start by clarifying the purpose of the in-flight experience.
Get more travelers? (adoption)
Reduce customer churn? (retention)
Gain additional revenue? (revenue)
Lets say we want to offer an in-flight experience that drives revenue.
It is intuitive that, customer expectations for an in-flight experience will vary based on the duration of the flights:
Short haul flights (1 hour or less): Self-help options are better suited. While seating may be important, a slight inconvenience for"See full answer
"Assumptions:
LinkedIn: LinkedIn's goal is to sell premium to candidates and companies that recruit. It aims to have the largest number of qualified professionals in creative intellectual professions, who spend time on the platform and share content.
LinkedIn's strategic direction:grow the Talent pool,
encourage the Talent pool to better qualify themselves,
to facilitate Talent search by recruiters
in return, the more recruiters on LinkedIn, the more they can sell premium to talents who are"
Adaneir W. - "Assumptions:
LinkedIn: LinkedIn's goal is to sell premium to candidates and companies that recruit. It aims to have the largest number of qualified professionals in creative intellectual professions, who spend time on the platform and share content.
LinkedIn's strategic direction:grow the Talent pool,
encourage the Talent pool to better qualify themselves,
to facilitate Talent search by recruiters
in return, the more recruiters on LinkedIn, the more they can sell premium to talents who are"See full answer
"To answer this, I will focus my efforts on explaining the most common type of API used in most modern software development applications - the REST API. For the purpose of simplicity, I will also keep the topics of Authorization and Authentication out of the mix.
In essence, an API is a group of logic that takes in a specific set of inputs and responds with a specific set of outputs. This is analogous to going to a drive-thru and placing an order for a meal.
When you give an API a bunch of"
Pathworks P. - "To answer this, I will focus my efforts on explaining the most common type of API used in most modern software development applications - the REST API. For the purpose of simplicity, I will also keep the topics of Authorization and Authentication out of the mix.
In essence, an API is a group of logic that takes in a specific set of inputs and responds with a specific set of outputs. This is analogous to going to a drive-thru and placing an order for a meal.
When you give an API a bunch of"See full answer
"The distribution of daily search queries per user, as shown in the histogram, can be described as approximately normal (or bell-shaped) with a slight positive skew.
Key Characteristics:
Shape: The distribution is roughly symmetrical around its center, resembling a bell curve. This indicates that most users perform a moderate number of daily search queries.
Central Tendency: The peak of the distribution, representing the highest density of users, appears to be around **8"
Sam A. - "The distribution of daily search queries per user, as shown in the histogram, can be described as approximately normal (or bell-shaped) with a slight positive skew.
Key Characteristics:
Shape: The distribution is roughly symmetrical around its center, resembling a bell curve. This indicates that most users perform a moderate number of daily search queries.
Central Tendency: The peak of the distribution, representing the highest density of users, appears to be around **8"See full answer
"Background Context
I'm a PM at a venture-backed SaaS in the legal tech space. We provide end-to-end contract management experience for our customers with the following features:
Upload - Contracts signed in DocuSign, etc. automatically uploaded to our system through API integrations.
Data Extraction - Contract terms such as payment terms and key dates are automatically OCRed and extracted using ML.
Analytics - Contract terms are searchable, filter, and customize for reporting.
Work"
Christopher K. - "Background Context
I'm a PM at a venture-backed SaaS in the legal tech space. We provide end-to-end contract management experience for our customers with the following features:
Upload - Contracts signed in DocuSign, etc. automatically uploaded to our system through API integrations.
Data Extraction - Contract terms such as payment terms and key dates are automatically OCRed and extracted using ML.
Analytics - Contract terms are searchable, filter, and customize for reporting.
Work"See full answer
"I would start by asking a clarifying question - Is there a specific problem we are trying to solve? I want to get some guidance from the interviewer around the type of answer they're looking for or if there's specific paths they want us to take. Ultimately, I would start by identifying the users and moving through the process by identifying pain points and then potential solutions. It is important to start to get into the details of the solutions and features once pain points have been identifie"
Simer S. - "I would start by asking a clarifying question - Is there a specific problem we are trying to solve? I want to get some guidance from the interviewer around the type of answer they're looking for or if there's specific paths they want us to take. Ultimately, I would start by identifying the users and moving through the process by identifying pain points and then potential solutions. It is important to start to get into the details of the solutions and features once pain points have been identifie"See full answer
"Clarify the question. Any specific system?
Will study the related systems in the environment.
Will define the goal, attributes of the system, stakeholders expectations, problems this system is going to address in case these things don't exist already.
With the above two steps, I Will come up with a draft of the System KPI.
Will run it with leadership, stakeholders and will incorporate feedback.
In parallel, will come up with quantification on these performance factors.
Fina"
Anonymous Krill - "Clarify the question. Any specific system?
Will study the related systems in the environment.
Will define the goal, attributes of the system, stakeholders expectations, problems this system is going to address in case these things don't exist already.
With the above two steps, I Will come up with a draft of the System KPI.
Will run it with leadership, stakeholders and will incorporate feedback.
In parallel, will come up with quantification on these performance factors.
Fina"See full answer
"This interviewee had a decent framework but the specifics weren't impressive. I wouldn't post this as an example and would appreciate if you could replace this video."
Anonymous Deer - "This interviewee had a decent framework but the specifics weren't impressive. I wouldn't post this as an example and would appreciate if you could replace this video."See full answer
"Clarifying Questions
Candidate : What is the objective we want to achieve?
Interviewer : Enhance User Experience, User Engagement and add value
Candidate : What platform are we looking at Mobile App or Desktop?
Interviewer : Platform independent
Candidate : Have we conducted any product discovery experiments at this point?
Interviewer : Not yet
Candidate : Can we assume the new features will cater to all professionals across different industries?
Interviewer : Yes
Candidate : A"
Sneha S. - "Clarifying Questions
Candidate : What is the objective we want to achieve?
Interviewer : Enhance User Experience, User Engagement and add value
Candidate : What platform are we looking at Mobile App or Desktop?
Interviewer : Platform independent
Candidate : Have we conducted any product discovery experiments at this point?
Interviewer : Not yet
Candidate : Can we assume the new features will cater to all professionals across different industries?
Interviewer : Yes
Candidate : A"See full answer
"Clarifying questions
1/ Any other products in VC portfolio I need to be aware of - "no"
2/ Market focus? - "no"
Started off by stating database marketing
1/ SQL
2/ NoSQL
Data models mostly relational
Database trends
1/ Vector databases
2/ Growth in cloud / fully managed databases
3/ Multi cloud is important to avoid vendor lock in
Ultimately Price/performance is king
Competition
1/ Large cloud providers - AWS/GCP/Azure
2/ Legacy databases - Oracle/SQL Server
3/ Niche players - Vitess, Coc"
Glados - "Clarifying questions
1/ Any other products in VC portfolio I need to be aware of - "no"
2/ Market focus? - "no"
Started off by stating database marketing
1/ SQL
2/ NoSQL
Data models mostly relational
Database trends
1/ Vector databases
2/ Growth in cloud / fully managed databases
3/ Multi cloud is important to avoid vendor lock in
Ultimately Price/performance is king
Competition
1/ Large cloud providers - AWS/GCP/Azure
2/ Legacy databases - Oracle/SQL Server
3/ Niche players - Vitess, Coc"See full answer
"What is rider cancellation? Is it a rider requesting a ride but hitting the cancel button after the driver is on their way? Yes.
I can see why it's concerning since that affects our # of completed rides and driver earnings. Let's try to understand the root cause.
Rider cancellations have increased in what time period? We noticed it last week.
Was it slowly dropping for a while or did we notice it only last week? It was a sudden drop last week
How did other metrics behave last week? For eg,"
M N. - "What is rider cancellation? Is it a rider requesting a ride but hitting the cancel button after the driver is on their way? Yes.
I can see why it's concerning since that affects our # of completed rides and driver earnings. Let's try to understand the root cause.
Rider cancellations have increased in what time period? We noticed it last week.
Was it slowly dropping for a while or did we notice it only last week? It was a sudden drop last week
How did other metrics behave last week? For eg,"See full answer
"Excellent job Roshan, really liked the explanation. Which software were you using to explain the system design diagrams?"
Krishnan S. - "Excellent job Roshan, really liked the explanation. Which software were you using to explain the system design diagrams?"See full answer
"Is the "idea" I'm trying to sell something new or built off an existing service/product we offer?
Interviewer: Let's assume new.
Assuming it's a proper sit-down meeting with senior management to go over the proposal, here is what the slide deck would contain.
Introduction/Description of the problem I'm trying to solve: Before proposing a solution, it is important to first identify the problem we're trying to solve. This section would contain the description of the problem/pain poi"
Harshita G. - "Is the "idea" I'm trying to sell something new or built off an existing service/product we offer?
Interviewer: Let's assume new.
Assuming it's a proper sit-down meeting with senior management to go over the proposal, here is what the slide deck would contain.
Introduction/Description of the problem I'm trying to solve: Before proposing a solution, it is important to first identify the problem we're trying to solve. This section would contain the description of the problem/pain poi"See full answer