Why has the average response time for Calendly's customer support tickets increased from 4 hours to 12 hours in the past two weeks?

Introduction

The recent increase in Calendly's customer support ticket response time from 4 to 12 hours over the past two weeks is a critical issue that demands immediate attention. This tripling of response time could significantly impact user satisfaction and retention. I'll approach this problem systematically, focusing on identifying the root cause, validating hypotheses, and developing both short-term fixes and long-term solutions.

Step 1

Clarifying Questions (3 minutes)

• Looking at the timing, I'm thinking there might have been a recent product update. Has Calendly released any new features or updates in the past month?

Why it matters: Recent changes could explain the sudden increase in support tickets. Expected answer: Yes, a major update was released three weeks ago. Impact on approach: If true, I'd focus on analyzing the new features and their potential issues.

• Considering the scale of the change, I'm wondering about staffing. Has there been any significant change in the customer support team size or structure recently?

Why it matters: Staffing changes could directly impact response times. Expected answer: No major changes in the support team. Impact on approach: If true, I'd shift focus to other potential causes like increased ticket volume or complexity.

• Given the specific timeframe, I'm curious about any external events. Have there been any major marketing campaigns or partnerships launched in the past month?

Why it matters: External factors could lead to a sudden influx of new users and support requests. Expected answer: A new partnership with a major tech company was announced two weeks ago. Impact on approach: If confirmed, I'd investigate the impact of this partnership on user growth and support needs.

• Thinking about the nature of support tickets, I'm wondering about their complexity. Has there been a noticeable change in the types or complexity of issues reported in the last two weeks?

Why it matters: More complex issues could naturally lead to longer response times. Expected answer: There's been an increase in technical integration questions. Impact on approach: If true, I'd focus on improving documentation and training for complex technical issues.