---
# System prepended metadata

title: AI for software testing

---

# AI for software testing

### keyword
```
 AI in Software Testing, Software Testing with AI, ai in software test automation
```

![](https://i.imgur.com/TLrXTWy.png)

## Artificial Intelligence in Software Testing | Benefits and its Trends
### Need of AI in software testing
- automation
    - machines will take over the execution of test codes [3]
- easily run an exhaustive testing 
    - human resource
    - 80% of testing is only a repetition of the checks
    - repetitive work to AI
- AI to recognize the application issues 
    - by making exceptional and innovative test environments.
- Having a smart algorithm can encourage the process

### Benifit of AI in Softwate testing
- 可能優勢
    - Improved Accuracy
    - Going beyond the limitations of Manual Testing
    - Helps both Developers and Testers
    - Increase in overall Test Coverage
    - Saved Time + Money = Faster time to Market
- 其他
    - 相較人工測試，可量化的準確率
    - 高速、高生產力與效率
    - 降低人力資源成本
    - 可以大量遍歷各種條件進行測試

### Continuous Testing with AI
>  We will need additional support to be able to achieve a positive user experience with high-performance speeds and technical complexity
- meet the quality requirements of a future driven by Internet of Things, robotics, and quantum computing

### Manual Software Testing v/s AI Software Testing


### ref web-article
1. [Three Ways AI Is Revolutionizing Software Test Automation](https://www.embeddedcomputing.com/technology/ai-machine-learning/ai-logic-devices-worload-acceleration/three-ways-ai-is-revolutionizing-software-test-automation)2021, Oct. 
2. [AI in Software Testing – Benefits, Approaches, Tools to Look in 2021](https://www.testingxperts.com/blog/AI-in-Software-Testing)2021, Oct. 
3. [Artificial Intelligence in Software Testing | Benefits and its Trends](https://www.xenonstack.com/blog/ai-in-software-testing)2021,Sep. 
4. [Software engineering for artificial intelligence and machine learning software: A systematic literature review](https://arxiv.org/abs/2011.03751)2020, Nov. AI應用系統的軟體工程(有點偏題) 
5. [Artificial Intelligence in Software Test Automation: A Systematic Literature Review](https://www.researchgate.net/publication/341473957_Artificial_Intelligence_in_Software_Test_Automation_A_Systematic_Literature_Review)2020, Jul. 
6. [The Current State & Future Trends of AI in Software Testing](https://www.perfecto.io/blog/ai-in-software-testing)2020, Jan. 
