New 6/8/2026 Stefano Bagnatica

1

Votes

AI Response Feedback (Thumbs Up / Down) for Chatbot Replies

Summary
Introduce a built-in feedback mechanism for AI-generated replies in Jitbit Helpdesk, allowing end users (customers) to rate chatbot responses directly within the ticket.

Background / Problem
With the increasing use of AI-generated replies via automation rules, customers may receive responses that are not always accurate or helpful. Currently:

  • Users have no direct way to evaluate the quality of an AI-generated response.
  • Negative feedback is often misdirected to the overall ticket or support agent.
  • Agents may correct AI mistakes later, but customer dissatisfaction may already be recorded unfairly.

Proposed Solution
Add a lightweight feedback feature specifically for AI-generated replies:

  • Display thumbs up / thumbs down buttons under AI-generated responses.
  • Optionally allow users to leave a short comment when selecting thumbs down.
  • Track feedback separately from agent satisfaction ratings.

Key Functionalities

  • Feedback is linked to a specific AI reply, not the entire ticket.
  • Feedback is visible internally (admins/agents) for monitoring AI quality.
  • Optional: flag negatively rated responses for review or improvement.
  • Optional: analytics dashboard with AI feedback trends.

Benefits

  • More accurate measurement of AI performance.
  • Prevents penalizing human agents for AI mistakes.
  • Provides actionable insights to improve chatbot rules and training.
  • Enhances transparency and trust with customers.

Optional Enhancements

  • Ability to disable feedback per project or rule.
  • Trigger automation (e.g., notify agent) when a reply gets negative feedback.
  • Export/reporting on AI performance metrics.

Use Case Example
A chatbot responds automatically via automation. The customer finds the answer incorrect and clicks 👎, adding a short comment.
Later, an agent corrects the issue. The ticket can still be rated positively overall, while the AI feedback remains accurately captured.


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