Why has LTI's Mosaic AI platform seen a 15% drop in daily active users over the past month?

Introduction

The recent 15% drop in daily active users (DAU) for LTI's Mosaic AI platform is a significant concern that requires immediate attention and a thorough root cause analysis. This decline in user engagement could have far-reaching implications for the platform's growth trajectory and overall success. To address this issue, I'll employ a systematic approach to identify, validate, and resolve the underlying causes while considering both short-term fixes and long-term strategic implications.

Step 1

Clarifying Questions (3 minutes)

• Looking at the timing, I'm thinking there might be a seasonal component. Has this 15% drop been consistent across all user segments, or are certain groups more affected?

Why it matters: Understanding the distribution of the decline helps focus our investigation. Expected answer: The decline is more pronounced among enterprise users. Impact on approach: If true, we'd prioritize enterprise-specific factors in our analysis.

• Considering recent product updates, I'm curious if any major changes coincided with the start of this decline. Have there been any significant feature releases or UI changes in the past 1-2 months?

Why it matters: Recent changes could directly impact user behavior and engagement. Expected answer: A new AI model was deployed last month. Impact on approach: We'd need to closely examine the performance and user reception of this new model.

• Given the nature of AI platforms, I'm wondering about data quality. Has there been any change in the data sources or processing methods used by Mosaic AI recently?

Why it matters: Data quality is crucial for AI performance and user trust. Expected answer: No significant changes in data sources, but there were updates to data processing algorithms. Impact on approach: We'd focus on validating the impact of these algorithm changes on output quality.

• Thinking about external factors, I'm considering competitive pressures. Have any major competitors launched new features or pricing models in the last month?

Why it matters: Competitive actions could be drawing users away from Mosaic AI. Expected answer: A competitor introduced a freemium model with advanced features. Impact on approach: We'd need to assess our value proposition and pricing strategy.