GTM framework that works in interviews
How estimation rounds actually work
How to structure estimation answers
Product sense mistakes that eliminate candidates
What demand gen rounds actually test
AC market sizing: Step-by-step breakdown
Demand gen thinking process that impresses
Meta's declining metrics: How to diagnose
Metrics questions interviewers care about
Accessible vending machine: Design considerations
Demand gen interview practice that builds confidence
Duolingo for kids: Market entry strategy
FixHealth conversion drop: Root cause method
LinkedIn reactions: What success looks like
Uber daily rides: Estimation approach
Amusement park product: User needs analysis
Google Calendar: Success metrics framework
Niyo fund transfers: Technical problem solving
Ping pong ball estimation: Framework approach
Zoom India launch: Localization strategy
Design an ATM for kids with UD.
Instagram Stories: Measuring engagement impact
Kindle improvement: User experience priorities
Notion in schools: Education market approach
Wedding estimation: Market research approach
Google Docs India: Usage pattern estimation
Looking past bookings: Metrics that actually matter
Making recipes work for real kitchens
Medium improvements: Creator vs reader balance
Estimate the number of burgers sold by McDonald's
LinkedIn for artists: Niche network strategy
Medium success: Content platform metrics
WhatsApp improvements: Communication enhancement
Google TV: New market considerations
Improving your favourite app with Ashish Mundra
Root cause analysis: Systematic approach
YouTube success: Creator economy metrics
YouTube views: Scale estimation framework
Amazon food delivery: Competitive positioning
Gmail success: Email platform metrics
Google queries: Infrastructure estimation
Uber settlement: Operational improvement
Drone launch: Hardware product strategy
Improving your favourite app with Harsh Jain
Swiggy orders: Delivery logistics estimation
Health consultation: Telemedicine design
Improving your favourite app with Achita Khare
Netflix viewers: Streaming estimation
Senior fitness app: Age-specific considerations
Ride-sharing launch: Market entry strategy
Washing machine: Inclusive design principles
WhatsApp India: Communication pattern estimation
Bengaluru trees: Environmental estimation
Instagram Stories: Feature enhancement
Video conferencing: Post-pandemic positioning
Premium water bottle: Luxury product strategy
YouTube creator: Platform improvement
Google Maps: Navigation enhancement
Rural healthcare: Access and affordability
Turning good intentions into real reading habits
Google Photos: Storage and sharing optimization
In-store shopping: Digital-physical integration
Dog collar: Pet product innovation
Slack improvements: Workplace communication
Headspace: Mental health app enhancement
Figma: Design tool optimization
Related Modules
Career Clarity
Understand your options, your edge, and what's worth chasing.
Getting Shortlisted
Build a sharp first impression across every touchpoint.
Round 1 Interviews
It’s about clarity, not perfection. Nail your first round.
Final Round
The last mile matters most — learn how to cross it with confidence.
Cheatsheets
When the interview’s close and your brain’s full — start here.
Scorecards
Don’t rely on vibes — use scorecards to evaluate each interview.
Salary Negotiation
Earn what you deserve. We’ll help you ask for it right.