What is AI Classification agent?

AI Classification agent uses pre-trained LLMs to classify products, into categories or families based on their attributes. Unlike trained AI models, AI Classification Agent does not require additional training or user feedback loops to improve performance, enabling faster onboarding and a smoother user experience.

How AI Classification Agent Classification Works in SDM

Product Classification Module

• The AI classifies products into your families or categories directly.
• It uses its pre-trained natural language understanding to interpret labels, descriptions, and other sources from your input file.

No Training Required

• The model performs accurately out-of-the-box, eliminating the need for training datasets or ongoing model updates.

Simplified Validation Process

• Up to configuration, you decide whether you need to automate the classification or not. 
  • Choosing automated mode means that the system will give you only the product rows to review that the AI wasn't able to classify automatically. The classified rows are visible from the “checked by AI” tab in SDM
  • Choosing “to check”, means that 100% of the product rows need manual verification, even if AI has found a match for category or family. The classified rows are visible from the “to check” tab in the SDM.

Key Benefits of SDM AI Classification agent

• Reduced Time-to-Value: Save up to 75% of the effort previously required for training-related tasks.
• Wider Compatibility: Supports multi-language classification (e.g., Japanese, German, Arabic).
• Improved Accuracy: Tested across diverse datasets to ensure robust performance in real-world scenarios.

Common Questions (FAQ)

How does AI Classification agent understand our data?
LLMs are trained on extensive sets of text, allowing them to effectively interpret and classify product attributes from the beginning. SDM benefits from the best AI models on the market - GPT 4o mini

What if the AI makes a mistake?
LLMs models are designed for high accuracy but are not infallible. Misclassifications can be corrected during the step.

Can the AI learn from corrections?
No, AI Classification agent models don’t rely on feedback loops. As part of future developments, we want to enable adjustments to prompts.

How long does setup take?
AI Classification agent is the default model setup at SDM and can be used right away.

Is AI Classification agent available for all customers?
Yes, except for those requiring highly customized taxonomies or scenarios where the technology is unsuitable.