How to Use Artificial Intelligence in API Automated Testing

July 27, 2021

AI (Artificial Intelligence) is the process through which machines programmed to mimic and think like humans simulate human intelligence and perform functions like humans. AI can also be used to define machines that show human traits or rather traits of a human mind such as problem-solving and learning.

Artificial intelligence can take actions and rationalize them, coming up with the best opportunity to satisfy a specific need. Machine learning is often used with artificial intelligence. However, machine learning can be seen as part of artificial intelligence. It is the concept used by software programs to learn and adapt to new information without any input from humans.



When it comes to automated testing of APIs, artificial intelligence is playing a crucial role. APIs (Applications Programming Interfaces) are computing interfaces through which applications communicate and share information. For them to work well and meet all their requirements, they need to be tested thoroughly. It is through testing that organizations can protect themselves from fraud and any vulnerabilities that might leave them exposed.

One of the best ways of testing APIs is automated API testing. It ensures that every aspect of the API is tested compared to manual testing that might leave parts of the API due to human error. How can organizations use artificial intelligence in the automated testing of their APIs?


Running the Right Tests


Imagine a situation where a small change has been made on an API and an organization has to test the entire API because they cannot trace the exact change. This is not good practice. Continuous integration and testing generate so much data from the number of tests done. It gets very difficult to have someone going through all this data looking for any common patterns that might be available.

This makes it necessary for organizations to implement an API testing framework that tells them the number of tests they should run after making changes to their code for them to know if the change is good or not. This is where artificial intelligence comes in. With AI, organizations are able to know the smallest number of tests they can perform on changed code to determine whether the change is good or not.


Doing Visual Validation of the User Interface


Visual testing is a process that is made to validate the user interface of an application to make sure that users get what they need. It is different from functional testing that checks the functionality of an application. Visual testing seeks to make sure that the user interface is correct and all its elements are in the right shape, size, color, and position, and that they do not overlap or hide other elements of the application.

Even though organizations had previously been using manual testing to validate the user interface of their applications, artificial intelligence has come to make things easier for them. Today, organizations can use artificial intelligence to create tests that detect all the UI bugs and validate the correctness of the interface without one having to tell it what to check. In addition, AI shows everything, including things that a human tester would not see.


Spidering Artificial Intelligence


Today, organizations are able to use artificial intelligence in a process called spidering that involves automatically writing tests for an API. For instance, you can point the testing tool using artificial intelligence towards your API for it to crawl the API automatically. During this process, the tool collects data related to the API, such as load times, features of the API, and its code among others. This process is continuous.

Over a period of time, the tool creates a set of data and trains the artificial intelligence features of the tool about the models of data that the API accepts. As the testing tool is running, it compares the current data models with the ones that it has learned, and raises a flag if there are any differences. This way, organizations can address the issues to make sure that their APIs work well without any problems.



Creating Reliable Tests


Sometimes, an organization building an API might have one of its developers making changes to the API. For instance, they might make a small change, such as changing a property name. When tests are done, they fail, leaving them wondering what could have gone wrong. Artificial intelligence can solve this for them.

Testing tools powered by artificial intelligence can automatically learn about such changes on the API, making the tests on their own and letting organizations know where the changes are, and if the changes work for the API. This makes the process of testing APIs reliable and maintainable.

But how do they do this? Artificial intelligence makes it possible for testing tools to learn everything about the API, including the relationship between all its object models and any changes that might be made to it. After that, the tools are able to make decisions on their own. This makes API tests easy and reliable.


Predicting Future Failures


Building and implementing an API requires that organizations need to keep a close eye on the performance of the API throughout its lifetime. Imagine a situation where you have tested your API and everything works well, as it is supposed to.

However, once the API is published and adopted by consumers, you start getting issues that initially worked well. There are many reasons for this, such as how your users use the API.

Using artificial intelligence when testing your APIs can help you solve this. When testing, AI learns everything about your API and projects all the possible situations that the API might find itself in when published. All these situations are tested, and any issues that might arise in the future are identified. This way, organizations are able to ensure that their APIs will work well, no matter the situations they find themselves in when published.




Automated API testing has made the whole process of API testing and management easier. Today, organizations are able to focus on other important things while leaving testing tools to handle the testing for them. In addition, the chances of leaving any aspect of the API without being tested are very low with automated testing. It is, therefore, important for organizations to invest in automated API testing guided by artificial intelligence.


Submit a Comment

Your email address will not be published.

Is Your Business Being Found Online?

Laptop Metrics Colorado

Free Digital Marketing Report ($150 Value)

marketing module lineWant to know how your business stacks up against the competition?

Read more articles about Artificial Intelligence.

Digital Marketing Agency – Hire Them When You See These 12 Signs

  Wondering why your digital marketing strategies are failing? Why are you not getting the expected ROI? Well, it’s a sign that it’s high time you hired a digital marketing agency. You should reevaluate your decisions and rely on professionals. However, you might...

How SEO Optimization Helps Online Businesses Thrive in Today’s Market

Businesses have long understood the importance of search engine optimization (SEO) in order to reach more potential customers. By optimizing your website for visibility on search engines, you can reach more people who are looking for your products or services. In a...

Top Content Writing Tips That Will Make Your Work Easier

  There are several elements that make a great website. The most important ones include aesthetics, design, and of course its content. These are the things that attract more viewers and keep them engaged. Now, even though at first glance many would think that...

6 Content Marketing Tips For Financial Advisors

  Integrity and authority are considered top factors that separate mediocre practitioners from exceptional ones in the finance world. Like any industry in the digital age, engagement and interactions are slowly moving towards a more technologically infused way....

5 Things You Want from Your SEO Agency or Freelancer

  You can use a freelancer if you need SEO for your law firm’s website, or else you can hire an agency. You might also think about hiring a full-time SEO specialist who can work for your law firm exclusively. If you do that, you’ll need to pay them a competitive...

How to Successfully Enhance Your Employee Marketing

  It’s not always an easy mission to align the workforce with business objectives but if you want your company to flourish, you must put in the effort. One of the best ways that businesses can meet their goals is to do everything possible to provide a superior...

Essential Steps Towards Becoming A Boss That People Enjoy Working With

  Research by Gallup found that 50% of employees quit because of their boss, not their responsibilities at the workplace, according to statistics on Officevibe. Running an established company or a start-up isn’t easy. As a manager, you’ll spend a substantial...

How Does Web Design Affect SEO?

  A properly designed website is crucial for businesses and brands in the current digital world. A solid site speaks of the business’s reputation and credibility. A good design will engage visitors, provide personalized experiences, and nurture leads. However,...

Read more articles about business.

Most Experts Agree You Will Need These 7 Tools for Your Business

Most Experts Agree You Will Need These 7 Tools for Your Business

Starting a business is no easy task. There are so many things to think about – from the initial planning stages to the day-to-day tasks of running the company. It can be tough to know where to start, but one thing you definitely need is the right tools for the job. In...

4 Best Social Media Practices For Small Businesses

4 Best Social Media Practices For Small Businesses

  Social media can be the key to unlocking unlimited opportunities for your small business. In the current digital era having a social media presence is vital for your business thanks to its strong visual appeal, informative nature, and the potential to trigger...

9 Lead-Generating Content Frameworks For Your Business

9 Lead-Generating Content Frameworks For Your Business

Content frameworks are a collection of articles, blog posts, videos, and other forms of content that be arranged in whatever order you want to deliver your message. Content is the most important thing to have to attract the right clients for your business. When...

Share This