Why has user engagement with C3.ai's Inventory Optimization application declined by 20% among manufacturing clients since the latest update?

Introduction

The 20% decline in user engagement with C3.ai's Inventory Optimization application among manufacturing clients since the latest update is a critical issue that demands immediate attention. This analysis will systematically identify, validate, and address the root cause while considering both short-term and long-term implications for the product and our clients.

I'll approach this problem by first clarifying key details, ruling out external factors, and then diving deep into the product, user journey, and metrics. From there, I'll form data-driven hypotheses, conduct root cause analysis, and propose validation methods and solutions.

Step 1

Clarifying Questions (3 minutes)

• Looking at the timing, I'm thinking this decline might be directly related to the latest update. Could you provide more details on when exactly this update was rolled out and what changes it included?

Why it matters: This helps establish a clear timeline and potential correlation between the update and engagement decline. Expected answer: The update was rolled out 6 weeks ago and included UI changes and new features. Impact on approach: If the decline aligns closely with the update, we'll focus more on product changes; if not, we'll consider broader factors.

• Considering the specificity of the 20% decline, I'm curious about our measurement methods. Has there been any change in how we measure or define user engagement for this application?

Why it matters: Ensures we're comparing apples to apples and rules out measurement inconsistencies. Expected answer: No changes in measurement methods or definitions. Impact on approach: If there were changes, we'd need to reassess our metrics before diving deeper.

• Given that this is affecting manufacturing clients specifically, I'm wondering if there have been any industry-wide trends or events that could be influencing inventory management practices?

Why it matters: Helps distinguish between product-specific issues and broader market forces. Expected answer: No significant industry changes, but some clients have mentioned budget constraints. Impact on approach: Industry factors could shift our focus to market adaptation rather than just product fixes.

• Thinking about user segments, I'm curious if this decline is uniform across all manufacturing clients or if it's more pronounced in certain subgroups?

Why it matters: Identifies whether the issue is universal or specific to certain user types. Expected answer: The decline is more significant among smaller manufacturers. Impact on approach: This would lead us to investigate features or changes that might disproportionately affect smaller businesses.