When it comes to software development, test automation, such as quality assurance (QA) tests, is imperative. As a software developer, you will typically need to do more than just write codes to develop an application because you will also need to conduct testing and see the impact of codes on those test cases. In doing so, developers can consistently deliver quality products, and many businesses can benefit from various applications.

The good thing is that use of Artificial Intelligence (AI) and machine learning (ML) has been introduced for the advantage of businesses. Their emergence greatly helps in forecasting, augmenting, and accelerating test automation to ensure continuous integration and quality application. 

In this article, we will share with you three key steps for your QA test when utilizing AI and ML:

1. Check for patterns during QA testing

When it comes to continuous testing and deployment cycle, collecting data is paramount to the process. These valuable data and information are essential to detect errors and technical glitches and see how stable and solid the application is. 

What’s good about the integration of AI and ML is how they can recognize patterns formed within test automation cycles. These patterns are essential to examine specifications change so that programmers can implement those specs, which is why it’s necessary to check for patterns during QA testing.

2. Set data predictability for seamless integration

As far as test automation is concerned, predictability is the key to a seamless integration. It helps if developers can predict which parts of an app are verified accurately by a set of tests. It’s all the more required in an environment where regular testing is a part of a constant delivery pipeline.

What’s great about AI and ML is how they can set a predictable level of test coverage for an application. In fact, you can use test data generation tools integrated with AI and ML to predict the minimum subset of classes you need to test to achieve branch coverage. They can greatly assist developers in the testing process.

3. Rely on human intervention for complex algorithms

While you may strive to rise above manual tasks and tedious human processes, there are instances when human intervention is required, especially for complex algorithms. While AI and ML have significantly impacted how testing and business are conducted, expert assistance is still sought after so that business can have seamless processes. 

When faced with complicated situations, you can combine the power of technology with the aid of human intelligence to solve any problem.


As you can see, test automation, such as the QA test, is an integral part of the development of an application. The utilization of AI and ML can significantly impact the process and efficacy of test automation. Yet, make sure to check for patterns, set data predictability, and seek human intervention for complex algorithms, as outlined above. All these can make your QA testing more robust and take your software or app development up a notch!

We provide real-world business solutions and services using AI. If you need help with your Quality Assurance Test for your business, get in touch with us today to see how we can help!

9666 Replies to “3 Steps to Take for QA Test When Applying AI & ML”

  1. cialis and grapefruit enhance cheapest cialis usa cialis usa paypal

  2. 100 mg prednisone daily prednisone canada where can i get prednisone

  3. prednisone price south africa order prednisone prednisone pak

  4. order prednisone order prednisone buy prednisone nz

  5. canadian pharmacy online cialis cialis pills cialis effective time

  6. top ed pills the best ed pills sexual dysfunction in men

  7. Charlesfains 1 year ago

    medication for ed dysfunction erection pills online generic ed pills

  8. Charlesfains 1 year ago

    finasteride cost finasteride hair how do i get propecia

  9. Charlesfains 1 year ago

    propecia prices propesia propecia tablets

  10. Charlesfains 1 year ago

    male ed drugs medication for ed erectile dysfunction drug

  11. Charlesfains 1 year ago

    best erection pills ed medications online natural ed medications

  12. Charlesfains 1 year ago

    non prescription ed drugs new ed treatments non prescription ed drugs

  13. Charlesfains 1 year ago

    propecia women buy propecia without a prescription cost of propecia

  14. india pharmacy mail order india pharmacy mail order reputable online pharmacies in india

  15. stromectol pills for humans stromectol for humans for sale buy stromectol online

  16. order prescriptions online without doctor online pharmacies without prior prescription discount prescription drugs online

  17. buy prescription online from india buy prescription online from india buy prescriptions from india pharmacy

  18. Michaelnah 1 year ago

    cialis 20mg tadalafil price of cialis 20 mg

  19. Michaelnah 1 year ago

    buy clomid 50mg clomid for sale clomid tablets

  20. Michaelnah 1 year ago

    price for viagra viagra where to buy viagra

  21. Michaelnah 1 year ago

    clomid for sale canada clomid for sale canada clomid tablets for sale

  22. Michaelnah 1 year ago

    price for viagra sildenafil 20 mg viagra where to buy

  23. Michaelnah 1 year ago

    buy clomid 50mg buy clomid 50mg online clomid

  24. Michaelnah 1 year ago

    clomid for sale canada clomid clomid tablets

  25. JamesSob 1 year ago

    equine ivermectin paste stromectol tablets for humans ivermectin for dogs heartworm

  26. JamesSob 1 year ago

    stromectol for sale stromectol for humans for sale stromectol tablets for humans

  27. JamesSob 1 year ago

    ivermectin treatment stromectol 12 mg tablets oral ivermectin for chickens

  28. JamesSob 1 year ago

    stromectol tablets for humans ivermectin dosage scabies stromectol dosage for humans

  29. Craigtheft 1 year ago

    buy viagra online canada pfizer viagra 100mg price viagra over the counter

  30. Craigtheft 1 year ago

    mexican viagra sildenafil 100 mg when will viagra be generic

  31. Andrewarrek 1 year ago

    how to get cialis generic tadalafil 20mg india 200 mg cialis deals online

  32. Andrewarrek 1 year ago

    coupon for free cialis tadalafil 20mg best price does cialis make you bigger

  33. Andrewarrek 1 year ago

    when will generic cialis be available hvtsgeahdTieceBtjpootte tadalafil 20mg best price cialis 10 mg where to buy

  34. Andrewarrek 1 year ago

    cialis daily use side effects best price for daily cialis cialis buy india

  35. Andrewarrek 1 year ago

    buy cialis 36 hour online cialis pills brandcialis

  36. Andrewarrek 1 year ago

    brand cialis 20mg generic version of cialis cialis paypal accepted

  37. vio core orlistat xenical price canada is xenical available over the counter 14. as an over-the-counter weight-loss drug, how does orlistat work?

  38. baclofen pump refill buy baclofen online how often can you take baclofen what is baclofen 20 mg used for

  39. does levitra work is cialis generic usa what is cialis used for how much viagra should i take for fun

  40. plaquenil and sjogren’s cheap plaquenil is plaquenil with methocarbamol 500 mg which medication is worst for thinning blood tymeric or plaquenil

  41. 10 dollar minimum deposit usa online casino 2020 https://free-online-casinos.net/

  42. is valtrex safe buy valacyclovir online how fast does valtrex work reddit valacyclovir how does it work

  43. vimeo visual viagra buying cialis online safely how many cialis pills should i take no viagra needed when you do this

  44. molnupiravir study protocol merck covid drug paxlovid and molnupiravir molnupiravir mode of action

  45. molnupiravir for influenza molnupiravir stock price status of molnupiravir molnupiravir move-out

  46. molnupiravir oral molnupiravir online buy how to get molnupiravir molnupiravir thor

  47. cost generic plaquenil plaquenil pill side effects of plaquenil withdrawal what medicinescannot be taken with plaquenil

  48. สมัคร pg slot การเล่น สล็อต สมัครง่าย ผ่านระบบอัตโนมัติ 3 วินาที ทำให้ทุกคนเพลินใจ ไปกับการเล่น สล็อต ได้ทุกหนทุกแห่ง ส่วนกระบวนการลงทะเบียน เป็นสมาชิกนั้น ไม่ยุ่งยาก ททางเว็บ

  49. buy viagra australia cheap cialis in the usa what happens if a female takes viagra cialis how much should i take

  50. doxycycline for cold buy doxycycline 100mg online india what does doxycycline look like what other medicine can be used instead of doxycycline in dogs