Testing

Why AI Testing and Validation Tools Are Becoming the Real Leverage Point

One of the clearest signs that the AI coding market is maturing is that some of the most interesting product launches are no longer about generating code. They are about proving the generated code is usable.

TestSprite 2.1, released in early March 2026, is a good example. The company says nearly 100,000 development and QA teams now use the platform to validate AI-generated code, and the latest release claims a 4-5x faster testing engine, visual test editing, automatic pull request testing, and an especially telling benchmark: AI-generated code initially passed only 42% of comprehensive test cases, but jumped to 93% after one iteration with TestSprite’s testing agent.

Top 5 Reasons To Test Your Website Across Browsers

I would hope that those of you taking the time to read this posting would have some idea of why you should perform some level of testing of the software and websites you create. However, I am keenly aware that some management types don’t always understand the importance of testing until an untested “feature” appears in the wild, frustrating all that run across it.

1. Ensure Cross Browser Compatibility- Unless you develop a website for internal usage only, where you are able to successfully restrict users to a specific version of a specific browser, Cross Browser Compatibility ensures your site functions well for the greatest number of users.
2. Detect Shallow Errors - Simply loading a website for a quick look in all the major browsers allows you to find 95% of all the browser compatibility errors for your site.
3. Discover Performance Issues - Typically, older and less-advanced browsers, such as Internet Exporer, and the older versions of Chrome, Firefox, and Safari are unable to process the CSS, JavaScript, and HTML that the most recent and more-advanced versions of these browsers handle with ease.
4. Prioritize Backwards Compatibility - I have heard countless times that we need to make sure this website supports browser versions that were released more than a decade ago. Instead of just making excuses for why you can’t support them, testing your site in the older browsers first allows you to put a more accurate time estimate that supporting these browsers will require. Its amazing to see how the requirements for supporting old and outdated browsers evaporate as the time and cost estimates begin to add up.
5. CYA - Whether it is your internal customer that is requesting the new website or you are an agency working with another individual or business for a new website, the last thing you want to have happen is that the customer open the site when it goes live in a browser you have not tested yet and has major issues. Establish ahead of time what the list of supported browsers will be and make sure to test all of them. If you have time, test the next most popular browsers or versions of popular browsers.

While testing your website may not be the most exciting part of web development, it definitely will save you time and money in the long run.

Always Use Automated Integration Testing

QA or Quality Assurance of a software project is often the area of software development that is most neglected. Typically developers avoid software testing like their lives depended on it. While a basic level of testing is required for a single scenario to validate that your code “works”, the level of testing that is required to ensure that all users have a good user experience across all targeted platforms is something that a developer seems to think is beneath them.