Automatically Classify Issues

Issue Intelligence

  • Analyzes
  • Separates real issues from noise
  • Determines the category
  • Routes to the workflow
  • Works across every channel
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How It Works

Issue Intelligence first analyzes each issue and filters out noise; then, using what it has learned from historical issues and built-in categories, it determines the right category, priority, and routing decision.

Filters Noise

Emojis, irrelevant messages from automated email lists, misrouted support emails, and contextless content are filtered out or marked as low priority.

Categorizes

Using historical issues and built-in categories, it automatically determines the issue type, topic, and context.

Routes

Intelligent classification simplifies issue routing, improves response efficiency, and helps every issue reach the right team.

Stays Consistent

Even when the channel changes, the same intelligent categorization logic is applied, reducing manual effort and operational errors.

PRIME: Filter First, Then Prioritize

The service that filters the noise at the gate is PRIME — Priority Ranking & Interaction Management Engine. It listens to all written channels and decides whether each incoming item is a genuine customer ticket that needs handling, and how urgent it is.

PRIME triage diagram: a multi-channel message flood passes through rule-based, transformer and LLM layers and turns into a type, a priority and a confidence score

Emojis, short contextless content, irrelevant messages from automated mailing lists and misrouted emails are filtered out at the gate or marked as low priority. Even when thousands of messages arrive on campaign days, teams work on real tickets instead of noise.

Every valid message gets a type — complaint, request, information, thanks or spam — and an operational priority based on the tone, topic and impact of the content. Rule-based features, a transformer sentiment model and LLM context evaluation are fused into a single decision, each produced with a confidence score.

All Touchpoints

The Same Intelligence Across Every Channel

No matter where the customer issue comes from, the system applies the same classification principles with advanced content analysis. This creates a shared, learning, and consistent categorization layer instead of different interpretations by different teams.

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