AI-Driven Test Automation with Agilitest

How AI transforms functional testing with a universal language built for humans and machines.

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Why Test Automation Needs AI Today?

Functional test automation is no longer just about executing predefined scripts. Modern applications evolve fast, and traditional automation struggles to keep up — especially as teams release more frequently and software complexity grows.

AI brings a new dimension: it can understand intent, explore user interfaces, and adapt test logic dynamically.

But AI alone is not enough — without structure, it hallucinates fragile selectors, produces inconsistent code and may lose the link to the end-user's intent.

That’s where Agilitest’s approach is different.

Agilitest combines AI with ATS, a functional, human-readable test language that:

• expresses test intent, not only technical mechanics
• works across platforms
• can be reliably generated, corrected, and maintained by AI

This gives teams confidence that their automation stays relevant, readable, and resilient over time.

ATS — A Universal Language for Tests

ATS (ActionTestScript) is a multi-platform, functional DSL that describes what and how to test.

Because it expresses also business-level intent, it is easily interpreted by both humans and machines.

ATS becomes the shared language between QA specialists, developers, and AI agents.

Interactive REPL — AI Gets Eyes and Hands

The REPL exposes a live HTTP interface that allows AI to explore the application before generating test steps.

• inspects elements
• retrieves structured feedback
• validates actions before recording

This ensures clean and reliable ATS scripts.

AI Feedback loop

The AI repeatedly evaluates its actions, self-corrects in real time, and produces only validated test steps (instead of gessing locators)

This feedback loop helps avoid flaky or brittle tests and increases trust in automated suites.

Automation becomes interactive, predictable, resilient, and scalable.

Real Benefits for AI-Driven Teams

AI-powered automation is not just about generating tests faster.

It is about building a structured system where AI, humans, and test repositories stay aligned.

With Agilitest and ATS, AI-driven teams gain:

Faster Scenario Generation
AI can draft structured ATS scripts in minutes, accelerating test creation without sacrificing readability.

Reduced Hallucination Risk
Because ATS provides a stable functional language and the REPL enables live validation, AI produces reliable and verified steps instead of fragile technical code.

Lower Maintenance Costs
Business-level ATS scripts remain stable even as the UI evolves, dramatically reducing long-term maintenance effort. The self healing capabilities of AI insure the technicl integrity of tests towards applications evolutions.

Integrity with Test Repositories
Automation does not live in isolation. ATS scripts can stay aligned with enterprise test management systems such as Jira, Xray, Squash, XQual or Cucumber repositories.

Because ATS expresses functional intent, AI-generated scenarios remain traceable to test cases, requirements, and validation criteria defined in these repositories.
This ensures :
• clear traceability between requirement and automated test
• consistency between manual and automated validation
• controlled evolution when specifications change

Standardized Automation Language
ATS becomes the shared reference between AI agents, QA engineers, developers, and product teams.

Scalable and Governed Automation
Teams can safely scale AI-assisted automation while preserving governance, traceability, and compliance standards.


Agilitest is an intuitive suite so that everyone can automate functional tests and handle regression tests at scale.
0%
Flaky tests (false positive)
75%
Saved in test maintenance costs
+65%
Saved in software validation
automate regression testing

Automate regression testing

Agilitest is an easy to use and flexible tool that supports the team whatever the required level of automation. Automate regression tests using a range of different platforms, such as Jenkins. Manage all functional user interface tests within a single interface, which eliminates the need for tens or hundreds of different tools and libraries that would be required otherwise.

Save time and money

Agilitest helps you reduce the time and cost of writing tests by pooling functional test modules. Create complex and scalable automated user interface tests. Run automatically as part of a continuous integration (CI) after each new build or release candidate.
ease test maintenance
manage flaky tests

Forget about flaky tests

Get rid of flaky tests and maintain tests based on user story evolution. Flaky tests create uncertainty, and uncertainty is not something that can be easily exploited by a fully automated computer system. 

Integrate CI/CD systems

Integrate all your test executions with your favorite CI tools to trigger test runs automatically once the build is ready. Agilitest ATS format enables maximum compatibility with most used systems (Jenkins, Maven, TestNG, etc)
optimize CI/CD
ease test maintenance

Ease maintenance

Maintain multiple tests with no pain. Robots don’t get tired or bored, and are therefore much better at performing highly repetitive tasks with large quantities of data. They can perform these tasks faster and with higher accuracy than humans. They can therefore be used to effectively mitigate risk in this area of testing.

Deploy data-driven testing

Get the ability to add depth to your tests by replaying them on extended data. Deliver more accurate results when your customers report bugs related to their data.
data-driven testing

Powerful functional testing software tailored for regression testing

Agilitest provides intuitive, yet robust, features to handle regression testing.

Easy integration with the running environnement 

Reliable connectors with third party testing apps

Powerful locator system for robust test maintenance 

No-code platform for automated functional tests

Easy to use for testers, powerful for developers,
high-performing for all

Discover what Agilitest can do for QA Managers, Testers, Product Managers and Developers.

'We managed to reduce our regression test load by 60%'

Stephane Pyla, IT Project Manager at FLOA
Read the success story

More resources about regression testing

What is regression testing?

👉 Read article

The daily hell of the functional tester

👉 Access ebook

What is maintainability test?

👉 Get Agile card

Frequently asked questions about regression testing.

What is regression testing?

Regression testing refers to testing a previously tested program, after a modification. It ensures that defects have not been introduced or discovered in unmodified parts of the software, as a result of the modifications made.
These tests are performed when the software or its environment is modified. The objective of a regression campaign is to check whether the changes made to the software (or to its environment) have not caused major bugs in the functionality already in place. And therefore whether these changes have caused major regressions.
This definition highlights important principles such as software testing that has already been tested before or the subsequent modification of the same software. A regression test rarely stands alone. It is part of a coherent set of several tests, each with its own characteristics and objectives. 

How often should regression testing be performed?

The frequency of regression testing will depend on the specific software application and the nature of the changes being made. It is generally recommended to perform regression testing after any significant changes have been made to the software, as well as regularly during the development process to catch any issues early on.

Can regression testing be automated?

Yes, regression testing can be automated using tools and scripts. Automating regression testing can help to save time and resources, as well as ensure that tests are consistently performed in the same way.

What types of changes require regression testing?

Any significant changes to a software application, such as new features or modifications to existing functionality, should be subject to regression testing. It is also important to perform regression testing when integrating new modules or components into the software.

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