How AI Classification Saves Your Team Hours Every Week
vedran kapetanovic
The Feedback Sorting Problem
As your app grows, so does the volume of incoming feedback. What starts as a manageable stream quickly becomes a flood. Teams spend hours every week manually sorting feedback into categories, assigning priorities, and identifying duplicates.
Enter AI-Powered Classification
ClientLens uses advanced language models to automatically process every piece of incoming feedback. Here's what happens the moment a user submits feedback:
- Type Classification — Is this a bug report, feature request, UX issue, or general feedback? The AI determines the type with over 95% accuracy.
- Priority Assignment — Based on the content, affected functionality, and user sentiment, each item receives a priority score from P0 (critical) to P3 (low).
- Duplicate Detection — The AI compares new feedback against existing items to identify duplicates and group related reports together.
- Sentiment Analysis — Understand not just what users are saying, but how they feel about it.
Real-World Impact
One of our customers, a mobile banking app with 500K+ daily users, was receiving over 200 feedback items per day. Before AI classification, their QA team spent 3 hours daily just sorting and categorizing. After enabling ClientLens AI:
- Manual triage time dropped from 3 hours to 20 minutes per day
- Critical bugs were flagged and routed within seconds instead of hours
- Duplicate reports were automatically grouped, reducing noise by 40%
How It Works Under the Hood
Our classification pipeline uses a combination of fine-tuned language models and rule-based systems. Text content is analyzed for keywords, patterns, and context. Screenshots are processed using vision models to detect UI anomalies. The system continuously improves as your team confirms or adjusts classifications.
Getting Started with AI Classification
AI classification is available on Pro and Agency plans. Once enabled, it works automatically — no configuration needed. You can customize classification rules and priority thresholds from your project settings.