Smarter AI Starts Here: Track Feedback and Improve Responses
Use guest insights to fine-tune your AI and deliver more meaningful responses

Why AI Feedback Matters
With AI handling more guest interactions than ever, it’s critical to know what’s working—and what isn’t. The AI Feedback system gives Admins and Managers a clear line of sight into guest sentiment and AI performance.

Real-Time Feedback Collection
Guests can now rate AI responses using thumbs-up/down during live chats. Ratings are stored with full session context, enabling faster follow-up, trend detection, and response refinement.
- Inline rating in Microsoft Teams
- Seamless redirect to a dedicated feedback form in the Web Client
- Automated workflow trigger when feedback is submitted

AI Feedback Entries
Browse all guest-submitted feedback in one place with full session context. See timestamps, assigned agents, guest roles, and feedback ratings to quickly understand what worked—or what didn’t.
This page gives Managers and Admins a detailed, chronological view of real interactions, helping them pinpoint issues and success stories at a glance.

Search AI Feedback
Looking for something specific? Use powerful filters to narrow down feedback by date range, rating type, or feedback categories.
Whether you're investigating negative trends or validating recent improvements, the Search AI Feedback page makes it easy to focus on exactly what matters—and act on it fast.
The AI Dashboard: Insight at a Glance
- Total feedback volume
- Trends in positive vs. negative ratings
- Distribution of feedback across teams or services

Built-In Reports for Deeper Analysis
Complement the dashboard with specialized reports like Chats with AI Feedback Ratings, Chats with Positive AI Feedback Ratings, and Chats with Negative AI Feedback Ratings. These reports help managers zoom in on problem patterns and measure progress across different support tiers or guest roles.
View all AI-rated interactions in one place, complete with timestamps, guest details, and overall sentiment tracking.
See which AI responses earned a thumbs-up from guests to identify what’s working well across your support experience.
Quickly pinpoint underperforming AI replies with a focused view of all chats that received thumbs-down feedback.

From Feedback to Fixes
- Diagnose – Use the feedback entry to understand what went wrong.
- Refine – Update or expand your Custom FAQ content.
- Test – Use the Test AI Prompts page to simulate guest questions and preview responses.
- Deploy – See the improved answer in production—backed by data, not guesswork.
This closed-loop process lets Managers and Admins continuously evolve their AI support strategy, cut down on repeat issues, and enhance guest satisfaction.
Smarter AI, Happier Employees
With AI Feedback and optimization tools working hand-in-hand, your team can:
Resolve AI confusion before it spreads
Quickly identify low-rated responses and adjust answers before they impact more users.
Create better training data from real guest input
Use actual feedback to guide updates to your AI content, FAQs, and response logic.
Close the gap between what guests ask and what AI delivers
Ensure AI understands intent and provides answers that align with real user needs.