---
title: "How do you validate the agents? Do you have to validate them as they keep learning or as the model is updated?"
description: "We validate Ketryx Agents by designing test scenarios that simulate real-world use cases and cover both typical and edge-case interactions. These tests ensure the agents provide consistent, accurate, and reliable outputs."
category: "Frequently Asked Questions"
section: "Ketryx Agents and Assistant"
keywords: ["validate", "agents", "model", "updated", "validation", "edge", "reliable", "defining clear"]
source_url: "https://support.ketryx.com/hc/en-us/articles/37340758570637-How-do-you-validate-the-agents-Do-you-have-to-validate-them-as-they-keep-learning-or-as-the-model-is-updated"
last_reviewed: 2026-06-11
---

# How do you validate the agents? Do you have to validate them as they keep learning or as the model is updated?

> **In short:** We validate Ketryx Agents by designing test scenarios that simulate real-world use cases and cover both typical and edge-case interactions. These tests ensure the agents provide consistent, accurate, and reliable outputs.

We validate Ketryx Agents by designing test scenarios that simulate real-world use cases

and cover both typical and edge-case interactions. These tests ensure the agents provide

consistent, accurate, and reliable outputs. Our approach follows principles of good

software validation as outlined in ISO 13485 and IEC 62304, considering completeness,

traceability, and reproducibility.

Specifically, we start by defining clear requirements and acceptance criteria, selecting

representative test data, and specifying expected outcomes. We execute these tests,

document the results, and analyze any deviations. This validation process ensures that

the AI agents behave as intended, conform to applicable internal quality and compliance

standards, and maintain a high level of reliability and safety for regulated environments.

We revalidate agents when necessary, such as when a change is made to one of the

underlying models, prompts, or relevant parts of the implementation.

## Related articles

- [How can we customize the agents?](how-can-we-customize-the-agents.md)
- [How do Ketryx Agents differ from other agents?](how-do-ketryx-agents-differ-from-other-agents.md)
- [How could I create and manage requirements, software item specifications, and V&V tests in Ketryx?](how-could-i-create-and-manage-requirements-software-item-specifications-and-v.md)
- [How does Ketryx validate integrations?](how-does-ketryx-validate-integrations.md)
- [Does Ketryx provide any documentation mapping ISO 13485, IEC 62304, and ISO 14971 requirements to parts, items, or workflows in Ketryx?](does-ketryx-provide-any-documentation-mapping-iso-13485-iec-62304-and-iso-14971.md)