Should Doubtnut prioritize expanding its video solution library or focus on improving the accuracy of its AI-powered doubt-solving feature?

Introduction

The trade-off question at hand is whether Doubtnut should prioritize expanding its video solution library or focus on improving the accuracy of its AI-powered doubt-solving feature. This scenario involves balancing content expansion with technological enhancement for an educational platform. I'll analyze this trade-off by examining the product context, potential impacts, key metrics, and experimental approaches to inform a strategic recommendation.

Step 1

Clarifying Questions (3 minutes)

• Based on Doubtnut's business model, I'm thinking revenue might be tied to user engagement and retention. Could you share how expanding the video library versus improving AI accuracy aligns with our current revenue streams?

Why it matters: Helps prioritize the option that best supports financial goals Expected answer: Both contribute, but AI accuracy has a higher impact on user retention Impact on approach: Would lean towards AI improvement if it's the primary driver of user retention

• Considering our user base, I'm assuming we have a mix of students across different subjects and grade levels. Can you provide insights into which user segments are most affected by video content versus AI-powered solutions?

Why it matters: Allows us to focus on the option that serves our core user base Expected answer: Lower grades rely more on video content, while higher grades benefit from AI solutions Impact on approach: Might suggest a hybrid strategy or phased approach based on user segmentation

• From a technical standpoint, I'm curious about the current state of our AI accuracy. What's our baseline accuracy, and what improvements are we targeting?

Why it matters: Helps assess the potential impact and feasibility of AI improvements Expected answer: Current accuracy is 80%, aiming for 90%+ Impact on approach: If the gap is significant, it might justify prioritizing AI improvements

• Regarding resources, I'm wondering about our team's capacity and expertise. Do we have more bandwidth in content creation or AI development?

Why it matters: Ensures we can execute effectively on the chosen priority Expected answer: Stronger AI team, but content creation is scalable through partnerships Impact on approach: Might influence the decision based on our ability to execute effectively

• Considering market dynamics, I'm thinking about the competitive landscape. How urgent is our need to differentiate through either expanded content or improved AI?

Why it matters: Helps align our strategy with market pressures and opportunities Expected answer: Increasing competition in content, but AI accuracy could be a key differentiator Impact on approach: Might prioritize AI if it offers a stronger competitive advantage