Benefits of AI in Software Testing
Kairos Technologies
Kairos Technologies is a customer-first technology services company focused on Digital Transformation and Testing/QA.
Enhanced Accuracy: AI-based automated testing tools can perform tasks with higher precision. According to a study by Wang et al. (2021), AI algorithms can significantly reduce human errors, especially in complex and large-scale testing scenarios.
Savings in Time and Money: AI not only automates repetitive tasks but also intelligently prioritizes test cases, which can lead to more efficient use of resources. According to a 2021 study , AI-driven testing can reduce costs by up to 60% and increase speed by 70%.
Greater Test Coverage: AI testing can analyze memory, file contents, and internal program states to optimize software performance. As per a study by Liu et al. (2020), AI can execute thousands of complex test cases in every test run, which is practically impossible for manual testing.
Enhanced Defect Tracing: AI enhances test coverage and quality by using advanced algorithms to detect more bugs and defects in complex systems. A study by Zhang et al. (2020) showed that AI-based testing tools can identify up to 50% more defects than traditional methods.
Improved Regression Tests: AI accelerates regression testing by auto-generating test scripts and detecting UI changes. According to a 2021 study by Sharma and Gupta, AI can reduce the time taken for regression testing by up to 85%.
Conduct Visual Testing: AI helps visually validate web pages and can test different contents on the user interface. A study by Alhoshan (2020) found that AI-based visual testing tools can automatically detect and report visual deviations, improving the accuracy and efficiency of visual testing.