For Sendoso's address confirmation feature, should we focus on reducing failed deliveries or minimizing friction in the recipient experience?

Introduction

The trade-off we're examining for Sendoso's address confirmation feature is whether to focus on reducing failed deliveries or minimizing friction in the recipient experience. This scenario involves balancing operational efficiency against user satisfaction in a gifting platform context. I'll analyze this trade-off by exploring its implications, designing experiments, and providing a data-driven recommendation.

Step 1

Clarifying Questions (3 minutes)

• Based on Sendoso's business model, I'm thinking this feature directly impacts our core value proposition. Could you clarify how address confirmation fits into our overall revenue strategy?

Why it matters: Helps prioritize the trade-off against business objectives Expected answer: Critical for reducing costs and improving sender satisfaction Impact on approach: Would influence the weight given to operational metrics vs. user experience metrics

• Considering user behavior, I'm assuming we have data on the current failure rate of deliveries. Can you share the percentage of failed deliveries and the most common reasons for failure?

Why it matters: Establishes the baseline for improvement and helps identify key pain points Expected answer: 5-10% failure rate, primarily due to incorrect or outdated addresses Impact on approach: Would help quantify the potential impact of improved address confirmation

• From a technical perspective, I'm curious about our current address validation capabilities. What level of real-time validation can we currently perform during the recipient input process?

Why it matters: Determines the feasibility of different solution approaches Expected answer: Basic postal code validation, but no real-time address verification Impact on approach: Would influence the complexity and timeline of potential solutions

• Regarding resources, I'm wondering about our current team capacity. Do we have dedicated engineers available for this project, or would it require pulling resources from other initiatives?

Why it matters: Helps assess the feasibility of different solution scales Expected answer: Limited engineering resources available, competing priorities Impact on approach: Might lead to a phased implementation or simpler initial solution

• Thinking about timelines, is there a specific business event or season driving urgency for this feature improvement?

Why it matters: Helps prioritize this project against other initiatives Expected answer: Aiming for implementation before the holiday gifting season Impact on approach: Would influence the scope and timeline of the proposed solution