- Automated ticket routing: Route support tickets to the right team based on the classified operation type
- Workflow automation: Trigger specific workflows when certain operation intents are detected
- Analytics and reporting: Track operational patterns across your customer communications
- Integration normalization: Standardize operation types across multiple 3PLs, channels, and systems
- AI-powered responses: Power chatbot and agent assist systems with accurate intent signals
3PL Operations > Order Processing & Management > Order Processing > Cancel Order.
How It Works
When a customer message or support ticket is processed through OPIC (Operations Intent Classifier), it is classified against Handled’s Ecommerce Operations Taxonomy. The classifier returns:- The most likely operation category with confidence score
- Alternative classifications (top-k results)
- The full taxonomy path for precise categorization
Taxonomy Structure
The taxonomy is organized hierarchically with two top-level categories:| Category | Code | Description |
|---|---|---|
| 3PL Operations | tpl | Operations performed by third-party logistics providers |
| Brand Operations | br | Operations performed by brands and merchants |
Getting Started
- Review the taxonomy: Explore the Operation Taxonomy Explorer to understand the available operation categories
- Integrate the classifier: Use the OPIC API to classify incoming messages against the taxonomy
- Build automations: Create workflows that trigger based on classified operation types
- Monitor and refine: Use analytics to track classification patterns and optimize your operations
Considerations
When using Handled’s Operations Taxonomy:- Choose the most specific category: Select the operation category that best describes the primary intent. For example, if a customer wants to cancel an order and also asks about a refund, classify based on the primary action (cancel order)
- Handle multi-intent messages: Some messages may contain multiple intents. Use the
top_kparameter to get multiple classifications - Set confidence thresholds: Use the
thresholdparameter to filter out low-confidence predictions - Fallback handling: Messages that don’t match any category are classified as
other. Implement fallback logic for these cases
Taxonomy Versioning
The taxonomy is versioned and maintained in a central repository. The current version includes:| Property | Value |
|---|---|
| Version | 2025.12.13 |
| Total Operations | 457 |
| Top-Level Categories | 2 |
Next Steps
Taxonomy Explorer
Browse the full operation taxonomy tree
OPIC 1.0
Learn about the intent classification model

