AI Driven Evolution of Test Automation Frameworks To Be ML Ready

Today test automation is constantly evolving to deliver better quality results with sufficient validation, and the testing lifecycle has become lightning-fast. A major shift has been happening from Manual testing processes towards Agile and DevOps as they are now crucial for every project, so test automation frameworks have become a necessity.

With the software development industry growing at a faster pace, it has become vital for every organization to have a reliable and stable test automation framework. All these test automation frameworks ensure an optimum testing speed along with perks like higher ROI. So, to skyrocketing revenue, organizations have started deploying test automation frameworks for all their hardware and software products.
Faster test cycles, improved test coverage, and higher-quality software do not come without a cost.

Let Us Dive Into What Exactly Is A Test Automation Framework

A Test Automation Framework is a set of protocols that provides a platform to Develop, Execute & Analyze test cases.

Benefits of Using Test Automation Framework

All these test automation frameworks are built by integrating various DevOps opensource/ licensed tools like Appium, Selenium, Jenkins, JUnit, Locust & is one of the essential parts of an automated testing process. Various advantages like:

• Reusability of test scripts
• Execution on multiple devices
• Minimal manual intervention
• Capture debug logs

Top 4 Features of Test Automation Framework

Test automation framework Benefits

So, What’s Next In The Test Automation Framework?

Testing is slowly conversing to higher automation to ensure the best accuracy and precision in the drive towards digital transformation. Soon, we can expect our two friends — Artificial Intelligence and Machine Learning to take care of most of the work today’s software engineers do. The shift is moving away from the functional testing and the testing, Artificial Intelligence (AI) & Machine Learning much change with it. This signifies that instead of manual testing and human interference, we are moving towards machine control solutions. Adoption in IoT Testing has significantly increased due to security flaws and risks in IoT apps and devices, which ensures the need for IoT Testing. A spike in the adoption of automated testing with the maturation of Agile methodologies and the adoption of DevOps is undoubtedly the future of the software and hardware testing industry. Today organizations have also realized that as complexity increases, automation is the only way to keep pace with the changing trends.

Know how Softnautics can automate your test cases using automation framework.

Read our success stories related to Machine Learning expertise to know more about our services for accelerated AI solutions.

Contact us at for any queries related to your solution or for consultancy.


Author: Ankit Gupta

Ankit is a Digital Marketing professional at Softnautics, responsible for positioning, branding, and designing a marketing strategy for the company. A technology geek with more than 5+ years of experience in the IT industry who believes in precise and direct decision-making above all else.


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