Introduction
The trade-off question for Telefónica's Aura virtual assistant is whether to focus development efforts on adding new features or improving the accuracy of existing functions. This scenario involves balancing innovation with refinement in a competitive AI assistant market. My response will analyze this trade-off through multiple lenses, considering user needs, business objectives, and technical constraints.
Analysis Approach
I'll approach this analysis systematically, starting with clarifying questions, then diving into product understanding, metrics identification, and experiment design before concluding with a recommendation.
Step 1
Clarifying Questions (3 minutes)
Why it matters: Helps determine if we should focus on acquiring new users or retaining existing ones. Expected answer: Moderate adoption, still gaining traction. Impact on approach: If early-stage, might lean towards new features for differentiation.
Why it matters: Ensures our decision supports broader company goals. Expected answer: Key initiative for digital transformation and customer experience improvement. Impact on approach: Would prioritize accuracy if it's critical for customer satisfaction and retention.
Why it matters: Helps prioritize which existing functions might need accuracy improvements. Expected answer: Account management, technical support, and service upgrades. Impact on approach: Would focus on improving accuracy in these key areas if they're underperforming.
Why it matters: Determines the potential impact of accuracy improvements. Expected answer: 80-85% accuracy across main functions. Impact on approach: If accuracy is already high, might lean towards new features for differentiation.
Why it matters: Helps determine the feasibility of different approaches. Expected answer: Moderate team with some AI/ML specialists. Impact on approach: Limited AI expertise might favor improving existing functions over complex new features.
Subscribe to access the full answer
Monthly Plan
The perfect plan for PMs who are in the final leg of their interview preparation
$99.00 /month
- Access to 8,000+ PM Questions
- 10 AI resume reviews credits
- Access to company guides
- Basic email support
- Access to community Q&A
Yearly Plan
The ultimate plan for aspiring PMs, SPMs and those preparing for big-tech
- Everything in monthly plan
- Priority queue for AI resume review
- Monthly/Weekly newsletters
- Access to premium features
- Priority response to requested question