Understand why LLM users are dissatisfied
Nebuly allows you to automatically understand why some of your users are not satisfied with the answers they are getting from your LLMs. This can help you understand where to improve your LLMs.

Frustration reasons
Explore why some LLM answers are insufficient according to your users. To track the causes of frustration, use the Analytics chart, filtering Users or Interactions by Frustration Reason. To track trends over time, utilize the Line Chart or Vertical Bar Chart.
Challenging questions
Pinpoint user actions and questions that lead to dissatisfaction. Use the Analytics chart, break down Users or Interactions by Action and filter by all Frustration Reason. To track trends over time, utilize the Line Chart or Vertical Bar Chart.
Topic deficiencies
Determine topics where LLMs' answers are inadequate for your users. Use the Analytics chart, break down Users or Interactions by Topic and filter by all Frustration Reason. To track trends over time, utilize the Line Chart or Vertical Bar Chart.
RAG effectiveness
Evaluate the efficacy of RAG data sources for your users. Use the Analytics chart, break down Interactions or Users by Data Source and filter by all Frustration Reason. To track trends over time, utilize the Line Chart or Vertical Bar Chart.
Dissatisfied user behavior
Analyze user behavior after (or before) receiving an unsatisfactory answer. Use the User Flow chart and filter by all Frustration Reason.
Time to value
Understand how long it takes your users to get the answers they were looking for. Select two actions in the Time To Value chart to learn how long it took users to complete the second action after performing the first.
