Overview

What is Model Testing - Interactive Sessions?

Model Testing - Interactive Sessions is the next essential step after fine-tuning, designed to validate and evaluate the performance of customized AI models in real-world scenarios. Built into the FPT AI Factory Portal, this feature allows users to interact directly with their fine-tuned models through a simple and intuitive interface.

Instead of relying solely on static metrics like accuracy or loss, Interactive Sessions provide a dynamic environment where users can:

• Chat with the model using natural language inputs.

• Test domain-specific queries to assess contextual understanding.

• Evaluate response quality based on relevance, tone, and completeness.

• Iterate quickly by adjusting prompts and observing model behavior in real time.

This hands-on approach ensures that the model not only performs well on paper but also delivers meaningful and accurate outputs tailored to the business context - whether it’s customer service, healthcare, finance, or legal applications.

Thanks to its seamless integration with Model Fine-tuning, Model Testing - Interactive Sessions empowers organizations to confidently deploy AI solutions that are both powerful and practical. It bridges the gap between training and production, helping teams make informed decisions before scaling their models.

When to Use Model Testing - Interactive Sessions?

Model Testing - Interactive Sessions is most valuable when you need to validate the real-world performance of a fine-tuned model before deployment. It helps ensure that the model behaves as expected in practical scenarios and meets business requirements.

You should use Interactive Session when:

• You want to simulate real user interactions to see how the model responds to domain-specific queries.

• You need to evaluate tone, style, and contextual relevance of the model’s output.

• You want to identify edge cases or unexpected behaviors before going live.