Why AI? Application & Benefits of Artificial Intelligence in Quality

BY: STEVE VAMPLEW

Why use Artificial Intelligence in quality assurance? Why not? AI has been around since the 1950’s, but only  recently has it been applied to quality functions. So, what are the benefits of AI-enhanced quality assurance?

• Improved accuracy in testing
• Better defect prediction and prevention
• Improved performance testing

Improved Accuracy in Testing

• Test Prioritization: AI can prioritize test cases based on risk, usage patterns, or changes in the application, ensuring that critical functionalities are tested first.
• Image Recognition: AI-powered tools can verify that the user interface (UI) of an application looks and behaves as expected by comparing screenshots to baseline images.

Enhanced Defect Prediction and Prevention

• Predictive Analytics: AI can analyze historical data to predict areas where defects are likely to occur. This helps in prioritizing testing efforts and focusing on high-risk areas.
• Code Analysis: Machine learning algorithms can review code for potential issues, such as vulnerabilities or code smells, even before testing begins.
• Root Cause Analysis: AI can help in diagnosing the root causes of defects by analyzing logs and patterns, speeding up troubleshooting and resolution

Improved Performance Testing

• Anomaly Detection: AI can monitor performance metrics in real time and detect anomalies or unusual patterns that might indicate performance issues.
• Capacity Planning: Machine learning models can predict future performance needs based on historical data and trends.

Incorporating AI into quality assurance processes can lead to significant improvements in efficiency, coverage, and accuracy, ultimately resulting in higher quality products and faster delivery times.

Need to launch or enhance your quality management system? MMTC’s quality courses cover a range of important tools and strategies to keep your production on track. Register now for an upcoming session, or contact us today to request a personalized evaluation and quality plan from our experts. We are committed to supporting your success!
 

MEET OUR EXPERT: Steve Vamplew, Quality Program Manager
Steve is a Quality Program Manager at the Michigan Manufacturing Technology Center. In his role, Steve manages and delivers consulting, training and implementation assistance for Quality and Environmental Management Systems to small and medium-sized manufacturers.  Steve has extensive quality, manufacturing and management experience working in the automotive industry at OEMs and Tier 1 suppliers. He leverages this experience to assist manufacturers with the implementation of ISO 9001:2015, IATF 16949, ISO 14001, AS 9100D and training on automotive Core Tools.  
 

Since 1991, the Michigan Manufacturing Technology Center has assisted Michigan’s small and medium-sized businesses to successfully compete and grow. Through personalized services designed to meet the needs of clients, we develop more effective business leaders, drive product and process innovation, promote company-wide operational excellence and foster creative strategies for business growth and greater profitability. Find us at www.the-center.org.