# Best Software Testing Tools

  *By [Adam Crivello](https://research.g2.com/insights/author/adam-crivello)*

   Software testing software gives development teams the methods and tools to determine the quality of their software creation and improvement projects. Development teams use software testing tools to assess whether software is usable, performs properly, meets development team goals, and meets overall requirements. Software testing tools also include other test management solutions like [bug tracking software](https://www.g2.com/categories/bug-tracking) and [project management software](https://www.g2.com/categories/project-management). Some solutions include features that support collaboration between software testers and developers. To monitor testing activities and analyze results, most solutions offer reporting and dashboards, with pre-defined metrics and KPIs.

Integration with other testing tools or with software development solutions is also provided. Such integration is important for other activities that are part of the development lifecycle such as [build automation software](https://www.g2.com/categories/build-automation), [continuous delivery software](https://www.g2.com/categories/continuous-delivery), and [continuous deployment software](https://www.g2.com/categories/continuous-deployment).

To qualify for inclusion in the Software Testing category, a product must:

- Include options for different testing methodologies such as waterfall or agile
- Provide iterative testing processes to find new or related issues when a problem is fixed
- Allow for different types of testing such as functional, performance, scalability, and usability
- Deliver reporting and metrics on tests, which can be used to evaluate the quality of the solution
- Integrate with third-party software development solutions and platforms





## Best Software Testing Tools At A Glance

- **Leader:** [BrowserStack](https://www.g2.com/products/browserstack/reviews)
- **Highest Performer:** [Tuskr](https://www.g2.com/products/tuskr/reviews)
- **Easiest to Use:** [Postman](https://www.g2.com/products/postman/reviews)
- **Top Trending:** [Qodex.ai](https://www.g2.com/products/qodex-ai/reviews)
- **Best Free Software:** [BrowserStack](https://www.g2.com/products/browserstack/reviews)


---

**Sponsored**

### Qase

Qase is a modern test management tool built for QA and Dev teams with a modern and simple interface and powerful features. That's why thousands of organizations from all over the world are switching to Qase. It is an all-in-one test management solution. It includes test case management, defect management, test plans, test runs with informative reports, rich API, and webhooks. Qase offers integrations with the most popular issue trackers like Jira, Redmine, Trello, and many others. You create an issue without leaving the app – it will be posted automatically. Integration with Slack is useful when you want to get notified about test runs start. It is designed both for manual and automated testing. Through REST API, you can integrate with your automated tests and post results directly to the app. Webhooks will help to trigger builds in your CI.



[Visit company website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list&secure%5Bcategory_id%5D=314&secure%5Bdisplayable_resource_id%5D=314&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=page_category&secure%5Bplacement_resource_ids%5D%5B%5D=314&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=122679&secure%5Bresource_id%5D=314&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fsoftware-testing%3Fopen_modal_url%3D%252Fproducts%252Fdotcover%252Fwishlists%253Fhost_path%253D%25252Fcategories%25252Fsoftware-testing%2526source%253Dcategory&secure%5Btoken%5D=a08129e2237215d500f20dea8d6dbf8f92df9c44fe2d5e733e88befed95135e8&secure%5Burl%5D=https%3A%2F%2Fqase.io%2Fproduct%3Futm_source%3Dg2%26utm_medium%3Dclicks&secure%5Burl_type%5D=custom_url)

---

## Top-Rated Products (Ranked by G2 Score)
  ### 1. [BrowserStack](https://www.g2.com/products/browserstack/reviews)
  BrowserStack is the world’s leading cloud-based testing platform, trusted by 50,000+ Dev and QA teams to deliver fast, reliable, and high-quality software. From manual to automated, visual to accessibility testing, BrowserStack brings every layer of the QA process onto a single, integrated platform, so you can ship confidently at scale. Our Products: Manual Testing Live: Cross-browser testing App Live: Real device testing Testing Toolkit: Essential manual testing tools Test Automation Automate: Browser automation cloud App Automate: Mobile app automation cloud Percy: Visual testing & review App Percy: Visual testing & review Management & Optimization Test Management: Plan, track, and manage tests Test Management for Jira: Manage tests inside Jira Test Reporting & Analytics: Monitor & optimize all tests Automation without coding Low Code Automation: AI-driven automated tests Website Scanner: All-in-one website checker


  **Average Rating:** 4.4/5.0
  **Total Reviews:** 3,186

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 9.0/10)
- **Ease of Use:** 8.9/10 (Category avg: 8.7/10)
- **Quality of Support:** 8.7/10 (Category avg: 8.7/10)
- **Ease of Admin:** 8.8/10 (Category avg: 8.7/10)


**Seller Details:**

- **Seller:** [BrowserStack](https://www.g2.com/sellers/browserstack)
- **Company Website:** https://www.browserstack.com
- **Year Founded:** 2011
- **HQ Location:** Dublin, Dublin
- **Twitter:** @browserstack (11,511 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/2553488/ (1,818 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** Software Engineer, QA Engineer
  - **Top Industries:** Computer Software, Information Technology and Services
  - **Company Size:** 41% Small-Business, 37% Mid-Market


#### Pros & Cons

**Pros:**

- Ease of Use (754 reviews)
- Real Devices (725 reviews)
- Device Variety (678 reviews)
- Cross-Browser Testing (470 reviews)
- Easy Testing (428 reviews)

**Cons:**

- Slow Performance (324 reviews)
- Slow Loading (297 reviews)
- Expensive (268 reviews)
- Testing Difficulties (256 reviews)
- Slow Speed (254 reviews)

  ### 2. [Postman](https://www.g2.com/products/postman/reviews)
  Postman is the world’s leading API platform, used by more than 40 million developers and 500,000 organizations to build, test, and manage APIs at scale. With Postman, teams collaborate efficiently across the entire API lifecycle, including design, development, testing, security, documentation, and governance. The platform helps ensure consistency, quality, and enterprise-grade control. Postman also offers Agent Mode (beta), built on AWS Bedrock and trained with AWS SageMaker. Agent Mode enables developers to use natural language to debug requests, organize collections, document APIs, and automate workflows without switching tools or writing custom scripts.


  **Average Rating:** 4.6/5.0
  **Total Reviews:** 1,703

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 9.0/10 (Category avg: 9.0/10)
- **Ease of Use:** 9.1/10 (Category avg: 8.7/10)
- **Quality of Support:** 8.7/10 (Category avg: 8.7/10)
- **Ease of Admin:** 8.9/10 (Category avg: 8.7/10)


**Seller Details:**

- **Seller:** [Postman](https://www.g2.com/sellers/postman)
- **Year Founded:** 2014
- **HQ Location:** San Francisco, CA
- **Twitter:** @getpostman (55,313 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/3795851/ (3,420 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** Software Engineer, Software Developer
  - **Top Industries:** Computer Software, Information Technology and Services
  - **Company Size:** 38% Mid-Market, 34% Small-Business


#### Pros & Cons

**Pros:**

- Ease of Use (467 reviews)
- API Testing (401 reviews)
- API Management (311 reviews)
- Testing (282 reviews)
- Testing Efficiency (279 reviews)

**Cons:**

- Slow Performance (222 reviews)
- Performance Issues (203 reviews)
- Slow Loading (145 reviews)
- Resource Limitations (134 reviews)
- Limited Features (123 reviews)

  ### 3. [Agentforce 360 Platform (formerly Salesforce Platform)](https://www.g2.com/products/agentforce-360-platform-formerly-salesforce-platform/reviews)
  Salesforce Platform is the leading low-code development platform that empowers your team to build and extend your Customer 360 with AI, automation, and data. With the Salesforce Platform, you can execute on your Customer 360 vision, securely, and keep your customer at the center of everything you do. Access a harmonized, unified view of your customers, automate manual, inefficient processes to drive productivity, and empower your employees to deliver a seamless, connected customer experience. Accelerate your Salesforce development, increase developer efficiency, and save on IT costs with the Salesforce platform.


  **Average Rating:** 4.5/5.0
  **Total Reviews:** 3,773

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 9.0/10)
- **Ease of Use:** 8.5/10 (Category avg: 8.7/10)
- **Quality of Support:** 8.5/10 (Category avg: 8.7/10)
- **Ease of Admin:** 8.5/10 (Category avg: 8.7/10)


**Seller Details:**

- **Seller:** [Salesforce](https://www.g2.com/sellers/salesforce)
- **Company Website:** https://www.salesforce.com/
- **Year Founded:** 1999
- **HQ Location:** San Francisco, CA
- **Twitter:** @salesforce (580,768 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/3185/ (88,363 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** Salesforce Developer, Account Executive
  - **Top Industries:** Computer Software, Information Technology and Services
  - **Company Size:** 45% Mid-Market, 34% Enterprise


#### Pros & Cons

**Pros:**

- Ease of Use (1639 reviews)
- Features (799 reviews)
- Customization (674 reviews)
- Customizability (670 reviews)
- Customization Options (630 reviews)

**Cons:**

- Learning Curve (574 reviews)
- Complexity (539 reviews)
- Expensive (485 reviews)
- Difficult Learning (413 reviews)
- Missing Features (412 reviews)

  ### 4. [ACCELQ](https://www.g2.com/products/accelq/reviews)
  ACCELQ offers AI-powered No-Code test automation and management built on a cloud-native platform. ACCELQ provides a unified platform for web, mobile, API, database, and packaged apps. Automation-first, codeless capabilities make it easy to use for testing teams without deep programming expertise. ACCELQ allows businesses to achieve 7.5x productivity and over 72% savings with its industry-first autonomics-based automation platform. ACCELQ was named a leader in The Forrester Wave™: Continuous Automation Testing Platforms, Q4 2022.


  **Average Rating:** 4.8/5.0
  **Total Reviews:** 109

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 9.4/10 (Category avg: 9.0/10)
- **Ease of Use:** 9.6/10 (Category avg: 8.7/10)
- **Quality of Support:** 9.3/10 (Category avg: 8.7/10)
- **Ease of Admin:** 8.8/10 (Category avg: 8.7/10)


**Seller Details:**

- **Seller:** [ACCELQ](https://www.g2.com/sellers/accelq)
- **Company Website:** https://www.accelq.com/
- **Year Founded:** 2014
- **HQ Location:** Dallas, US
- **Twitter:** @accelq (1,996 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/accelq (206 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Information Technology and Services, Computer Software
  - **Company Size:** 39% Mid-Market, 35% Enterprise


#### Pros & Cons

**Pros:**

- Ease of Use (84 reviews)
- Automation (68 reviews)
- Testing Automation (62 reviews)
- Time-saving (56 reviews)
- Automation Ease (35 reviews)

**Cons:**

- Learning Curve (17 reviews)
- Integration Issues (12 reviews)
- Poor Reporting (12 reviews)
- Difficult Learning Curve (11 reviews)
- Insufficient Information (10 reviews)

  ### 5. [Qase](https://www.g2.com/products/qase/reviews)
  Qase is a modern test management tool built for QA and Dev teams with a modern and simple interface and powerful features. That's why thousands of organizations from all over the world are switching to Qase. It is an all-in-one test management solution. It includes test case management, defect management, test plans, test runs with informative reports, rich API, and webhooks. Qase offers integrations with the most popular issue trackers like Jira, Redmine, Trello, and many others. You create an issue without leaving the app – it will be posted automatically. Integration with Slack is useful when you want to get notified about test runs start. It is designed both for manual and automated testing. Through REST API, you can integrate with your automated tests and post results directly to the app. Webhooks will help to trigger builds in your CI.


  **Average Rating:** 4.7/5.0
  **Total Reviews:** 298

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 9.2/10 (Category avg: 9.0/10)
- **Ease of Use:** 9.3/10 (Category avg: 8.7/10)
- **Quality of Support:** 9.6/10 (Category avg: 8.7/10)
- **Ease of Admin:** 9.3/10 (Category avg: 8.7/10)


**Seller Details:**

- **Seller:** [Qase Inc](https://www.g2.com/sellers/qase-inc)
- **Company Website:** https://qase.io
- **Year Founded:** 2018
- **HQ Location:** San Francisco, California
- **Twitter:** @qase_io (368 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/qaseio/about (57 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** QA Engineer, QA Lead
  - **Top Industries:** Computer Software, Information Technology and Services
  - **Company Size:** 57% Small-Business, 32% Mid-Market


#### Pros & Cons

**Pros:**

- Ease of Use (65 reviews)
- Customer Support (53 reviews)
- Helpful (35 reviews)
- Integrations (31 reviews)
- Test Cases (30 reviews)

**Cons:**

- Limited Customization (20 reviews)
- Testing Difficulties (16 reviews)
- Integration Issues (15 reviews)
- Missing Features (11 reviews)
- Limited Features (9 reviews)

  ### 6. [QA Wolf](https://www.g2.com/products/qa-wolf/reviews)
  Whether you are shipping web or mobile apps, QA Wolf has you covered. We build automated end-to-end tests for 80% of your user flows in just 4 months, maintain them 24 hours a day, and provide unlimited parallel test runs on our infrastructure. Did we mention that we guarantee zero flakes? We do that too. Start with a 90-day pilot that includes: A comprehensive test plan, automated tests written in Playwright or Appium that you get to keep, and unlimited parallel test runs in the environment of your choice. Here's a helpful list of everything you get out of the box — whether it's 100 tests or 100,000. • End-to-end tests for 80% of user flows automated in 4 months. • Tests are written in open-source Playwright and Appium. There's no vendor lock-in. • Detailed test matrix and outlines in the AAA framework. • Unlimited, parallel test runs on any environment you choose. • 100% parallel run infrastructure that we host and maintain. • 24-hour maintenance of flaky and broken tests. • Guaranteed 100% reliable results — zero flakes. • Human-verified bug reports sent through your messaging app and as a bug ticket. • CI/CD integration with your deployment pipeline and issue trackers. • 24-hour access to full-time QA engineers at QA Wolf. ... it's the QA solution you've always wanted.


  **Average Rating:** 4.8/5.0
  **Total Reviews:** 182

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 9.8/10 (Category avg: 9.0/10)
- **Ease of Use:** 9.2/10 (Category avg: 8.7/10)
- **Quality of Support:** 9.9/10 (Category avg: 8.7/10)
- **Ease of Admin:** 9.3/10 (Category avg: 8.7/10)


**Seller Details:**

- **Seller:** [QA Wolf](https://www.g2.com/sellers/qa-wolf)
- **Company Website:** https://www.qawolf.com
- **Year Founded:** 2019
- **HQ Location:** Seattle, US
- **Twitter:** @QAWolfHQ (851 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/qa-wolf (253 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** Engineering Manager, Product Manager
  - **Top Industries:** Computer Software, Marketing and Advertising
  - **Company Size:** 56% Mid-Market, 43% Small-Business


#### Pros & Cons

**Pros:**

- Helpful (56 reviews)
- Customer Support (52 reviews)
- Automation (46 reviews)
- Time-saving (37 reviews)
- Ease of Use (36 reviews)

**Cons:**

- Expensive (8 reviews)
- Pricing Issues (7 reviews)
- Slow Performance (6 reviews)
- Slow Testing (6 reviews)
- Poor UI Design (4 reviews)

  ### 7. [Tuskr](https://www.g2.com/products/tuskr/reviews)
  Tuskr is a modern cloud-based test management software offering a range of features to enhance your testing processes. Write expressive test cases with rich text, tables, and screenshots. Conduct flexible test runs using all or a subset of your test cases. Seamlessly integrate with your chat and issue tracking systems. Enjoy enterprise-grade features such as recycle bin, audit trail, two-factor authentication, and single sign-on for enhanced security. Tuskr generates detailed test reports and insightful metrics, providing better visibility and enabling data-driven decisions. We offer a generous free plan and flexible pricing options suitable for small teams to large enterprises. Start with our free 30-day trial, including sample data, for a quick and easy evaluation. Our dedicated customer support team ensures a refreshing customer experience, committed to solving your problems. Experience the efficiency and convenience of Tuskr for streamlined test management. Sign up for your free trial today and revolutionize your testing processes.


  **Average Rating:** 4.6/5.0
  **Total Reviews:** 543

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 9.1/10 (Category avg: 9.0/10)
- **Ease of Use:** 9.3/10 (Category avg: 8.7/10)
- **Quality of Support:** 9.1/10 (Category avg: 8.7/10)
- **Ease of Admin:** 9.2/10 (Category avg: 8.7/10)


**Seller Details:**

- **Seller:** [Tuskr](https://www.g2.com/sellers/tuskr)
- **HQ Location:** Pune, IN
- **LinkedIn® Page:** https://www.linkedin.com/company/76117457 (17 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** Software Engineer, QA Engineer
  - **Top Industries:** Computer Software, Information Technology and Services
  - **Company Size:** 44% Small-Business, 35% Mid-Market


#### Pros & Cons

**Pros:**

- Ease of Use (177 reviews)
- Test Cases (120 reviews)
- Organization (113 reviews)
- User Interface (109 reviews)
- Intuitive (81 reviews)

**Cons:**

- Limited Customization (57 reviews)
- Poor Reporting (53 reviews)
- Integration Issues (46 reviews)
- Slow Performance (28 reviews)
- Learning Curve (25 reviews)

  ### 8. [BlazeMeter Continuous Testing Platform](https://www.g2.com/products/blazemeter-continuous-testing-platform/reviews)
  BlazeMeter, a comprehensive continuous testing platform that boosts your software delivery speed and quality, specializes in performance testing, functional UI testing, API testing and monitoring, along with AI-driven test data generation and service virtualization. It enables swift and scalable simulations of user activity, ensuring robust performance and seamless functionality across applications. Integrating with CI/CD pipelines for both development and operations, BlazeMeter provides detailed, real-time analytics to optimize performance and meet stringent SLAs. Its service virtualization capabilities allow for uninterrupted testing and agile delivery, establishing it as the ideal solution for high-velocity software development teams focused on delivering superior user experiences. Learn more at blazemeter.com.


  **Average Rating:** 4.0/5.0
  **Total Reviews:** 24

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 9.0/10)
- **Ease of Use:** 8.4/10 (Category avg: 8.7/10)
- **Quality of Support:** 8.3/10 (Category avg: 8.7/10)
- **Ease of Admin:** 8.6/10 (Category avg: 8.7/10)


**Seller Details:**

- **Seller:** [Perforce](https://www.g2.com/sellers/perforce)
- **Year Founded:** 1995
- **HQ Location:** Minneapolis, MN
- **Twitter:** @perforce (5,087 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/perforce/ (2,032 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Information Technology and Services, Computer Software
  - **Company Size:** 52% Mid-Market, 36% Enterprise


#### Pros & Cons

**Pros:**

- Ease of Use (4 reviews)
- Helpful (3 reviews)
- Performance (3 reviews)
- Team Collaboration (3 reviews)
- Testing (3 reviews)

**Cons:**

- Expensive (3 reviews)
- Complexity (1 reviews)
- Data Limitations (1 reviews)
- Inaccuracy (1 reviews)
- Integration Issues (1 reviews)

  ### 9. [Keysight Eggplant](https://www.g2.com/products/keysight-eggplant/reviews)
  Keysight Eggplant is a leading intelligent test automation platform that uses ML/AI to test the entire user journey — identifying and predicting any potential defects along the way. Unlike other testing tools, Eggplant can test any technology, platform, or device, no matter the complexity. Because Eggplant is non-invasive, it does not require access to source code, making it the best solution for black box testing in secure environments. Eggplant delivers the coverage you need to optimize the user experience, speed up release cycles, and improve your quality assurance process. Discover a fast, secure, and easy-to-use solution that tests any software on any platform or device.


  **Average Rating:** 4.2/5.0
  **Total Reviews:** 87

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 9.0/10)
- **Ease of Use:** 8.9/10 (Category avg: 8.7/10)
- **Quality of Support:** 8.6/10 (Category avg: 8.7/10)
- **Ease of Admin:** 7.7/10 (Category avg: 8.7/10)


**Seller Details:**

- **Seller:** [Keysight Technologies](https://www.g2.com/sellers/keysight-technologies)
- **Year Founded:** 2014
- **HQ Location:** Santa Rosa, California, United States
- **Twitter:** @Keysight (13,583 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/keysight-technologies/ (13,299 employees on LinkedIn®)
- **Ownership:** NYSE: KEYS

**Reviewer Demographics:**
  - **Who Uses This:** Software Engineer, Test Automation Engineer
  - **Top Industries:** Computer Software, Information Technology and Services
  - **Company Size:** 44% Enterprise, 35% Small-Business


#### Pros & Cons

**Pros:**

- Ease of Use (8 reviews)
- Automation (6 reviews)
- Automation Support (6 reviews)
- Automation Ease (4 reviews)
- Customer Support (4 reviews)

**Cons:**

- Browser Compatibility (1 reviews)
- Browser Compatibility Issues (1 reviews)
- Bug Issues (1 reviews)
- Compatibility Issues (1 reviews)
- Complexity (1 reviews)

  ### 10. [Panaya Smart Testing and Change Intelligence](https://www.g2.com/products/panaya-smart-testing-and-change-intelligence/reviews)
  Panaya is a SaaS-based company certified by SAP, Oracle, and Salesforce.com. It offers an all-in-one platform for Smart Testing solutions and Change Intelligence tailored for ERP, CRM, and cloud business applications. Panaya accelerates and de-risks digital landscapes with AI-powered Test Automation, Test Management, and Impact Analysis. Panaya's focus on ease of use and an intuitive interface ensures seamless collaboration between business and IT, empowering business users and IT professionals to gain real-time visibility and control over their projects. This capability enables faster releases and continuous delivery of high-quality software. Since its founding in 2006, over 3,000 companies across 62 countries, including a third of the Fortune 500, have trusted Panaya to drive rapid, quality testing and change management in their enterprise business applications.


  **Average Rating:** 4.5/5.0
  **Total Reviews:** 500

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 9.0/10 (Category avg: 9.0/10)
- **Ease of Use:** 8.7/10 (Category avg: 8.7/10)
- **Quality of Support:** 8.9/10 (Category avg: 8.7/10)
- **Ease of Admin:** 8.7/10 (Category avg: 8.7/10)


**Seller Details:**

- **Seller:** [Panaya LTD](https://www.g2.com/sellers/panaya-ltd)
- **Company Website:** https://www.panaya.com/
- **Year Founded:** 2006
- **HQ Location:** Hod Hasharon, Center
- **Twitter:** @panaya (4,478 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/panaya (205 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** Consultant, Project Manager
  - **Top Industries:** Information Technology and Services, Electrical/Electronic Manufacturing
  - **Company Size:** 57% Enterprise, 26% Mid-Market


#### Pros & Cons

**Pros:**

- Ease of Use (61 reviews)
- Testing Capabilities (53 reviews)
- Time-saving (30 reviews)
- Automation (25 reviews)
- User Interface (23 reviews)

**Cons:**

- Testing Difficulties (17 reviews)
- Recording Issues (14 reviews)
- Learning Curve (13 reviews)
- Slow Performance (13 reviews)
- Missing Features (12 reviews)

  ### 11. [Userfeel](https://www.g2.com/products/userfeel/reviews)
  Make everything click. See where users get stuck. Gather feedback from real users on your prototype, app, or website. With a global panel of over 7 million participants, you can understand how your users feel and capture their genuine first impressions. Whether you are running a survey, A/B test, user test, tree test, or card sort, Userfeel helps you understand exactly how users interact with your product. We provide tools to support your research from start to finish: - Test Creation: Use our AI assistant to generate effective test scenarios and tasks in seconds. - AI Analysis: Automatically analyze sessions to generate sentiment maps and prioritized recommendations for improvement. - Seamless Sharing: Easily share highlight reels and narrative reports with your board or clients to align teams faster. Userfeel helps your team build with clarity and decide with confidence, all while maintaining compliance.


  **Average Rating:** 4.5/5.0
  **Total Reviews:** 94

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 9.1/10 (Category avg: 9.0/10)
- **Ease of Use:** 9.3/10 (Category avg: 8.7/10)
- **Quality of Support:** 9.3/10 (Category avg: 8.7/10)
- **Ease of Admin:** 9.1/10 (Category avg: 8.7/10)


**Seller Details:**

- **Seller:** [Userfeel](https://www.g2.com/sellers/userfeel)
- **Year Founded:** 2010
- **HQ Location:** London, GB
- **Twitter:** @userfeel (548 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/userfeel-com/ (174 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** CEO
  - **Top Industries:** Computer Software, Retail
  - **Company Size:** 64% Small-Business, 29% Mid-Market


#### Pros & Cons

**Pros:**

- Ease of Use (12 reviews)
- Helpful (8 reviews)
- Setup Ease (8 reviews)
- Easy Setup (7 reviews)
- Features (7 reviews)

**Cons:**

- Expensive (3 reviews)
- Credit Issues (2 reviews)
- Inadequate Feedback Mechanism (1 reviews)
- Insufficient Information (1 reviews)
- Lack of Guidance (1 reviews)

  ### 12. [Testsigma](https://www.g2.com/products/testsigma/reviews)
  Testsigma is an agentic test automation platform powered by AI-coworkers that work alongside QA teams to simplify testing, accelerate releases and improve quality across web, mobile, desktop, API, and applications like Salesforce and SAP. At the core of Testsigma are Testsigma Copilot and Atto, an AI coworker for QA teams that mobilizes a team of AI agents to autonomously plan, design, develop, execute, maintain, and optimize tests. The platform also provides end-to-end test management, powerful built-in features like visual testing, accessibility testing, cross-browser & cross-device testing, and seamless extensibility through 30+ native integrations and custom apps. Used by Nestlé, KFC, DHL, Samsung, Cisco, and more, Testsigma empowers quality engineering teams to speed up their testing effortlessly, thus ensuring high-quality software delivery with confidence.


  **Average Rating:** 4.4/5.0
  **Total Reviews:** 109

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 9.3/10 (Category avg: 9.0/10)
- **Ease of Use:** 8.9/10 (Category avg: 8.7/10)
- **Quality of Support:** 9.0/10 (Category avg: 8.7/10)
- **Ease of Admin:** 9.4/10 (Category avg: 8.7/10)


**Seller Details:**

- **Seller:** [Testsigma](https://www.g2.com/sellers/testsigma)
- **Company Website:** https://www.testsigma.com
- **Year Founded:** 2019
- **HQ Location:** Bangalore, Karnataka
- **Twitter:** @testsigmainc (1,786 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/13359845/ (239 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** QA Engineer
  - **Top Industries:** Computer Software, Information Technology and Services
  - **Company Size:** 49% Mid-Market, 40% Small-Business


#### Pros & Cons

**Pros:**

- Ease of Use (51 reviews)
- Automation (41 reviews)
- Customer Support (27 reviews)
- Automation Support (21 reviews)
- Time-saving (20 reviews)

**Cons:**

- Slow Performance (16 reviews)
- Testing Difficulties (9 reviews)
- Testing Issues (9 reviews)
- Complexity (5 reviews)
- Insufficient Training (5 reviews)

  ### 13. [Harness Platform](https://www.g2.com/products/harness-platform/reviews)
  Simplify your developer experience with the world's first AI-augmented software delivery platform. Upgrade your software delivery with Harness' innovative CI/CD, Feature Flags, Infrastructure as Code Management, and Chaos Engineering tools. We are a software delivery platform that helps developers and infrastructure engineers build and ship code for cloud and on-premise projects. We automate the continuous integration and continuous delivery (CI/CD) process to help teams build faster, ship more frequently, and improve quality, efficiency, and governance. We help companies in four key areas: Number one, we accelerate innovation through DevOps modernization. We provide an approach for software delivery that automates processes, reduces manual interventions, consolidates tools, and accelerates time-to-market for new products, features, and fixes. Number two, we improve developer experience. We give you the ability to attract, retain, and onboard high-caliber engineering talent while fostering a culture of continuous innovation and improvement. Number three, we secure software delivery. We give you the ability to integrate security into every phase of the SDLC. And last but not least is, we optimize cloud costs. We give you the ability to eliminate waste and to ensure that appropriate cloud resources are allocated at the right place at the right time.


  **Average Rating:** 4.6/5.0
  **Total Reviews:** 277

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 9.2/10 (Category avg: 9.0/10)
- **Ease of Use:** 8.8/10 (Category avg: 8.7/10)
- **Quality of Support:** 9.0/10 (Category avg: 8.7/10)
- **Ease of Admin:** 8.8/10 (Category avg: 8.7/10)


**Seller Details:**

- **Seller:** [Harness](https://www.g2.com/sellers/harness-25016f40-e80f-4417-bea8-39412055d17a)
- **Company Website:** https://harness.io/
- **Year Founded:** 2018
- **HQ Location:** San Francisco
- **Twitter:** @HarnessWealth (1,402 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/harnessinc/ (1,611 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** Software Engineer, DevOps Engineer
  - **Top Industries:** Computer Software, Financial Services
  - **Company Size:** 41% Enterprise, 39% Mid-Market


#### Pros & Cons

**Pros:**

- Ease of Use (113 reviews)
- Features (72 reviews)
- Feature Flags (49 reviews)
- Easy Setup (40 reviews)
- Easy Integrations (31 reviews)

**Cons:**

- Missing Features (23 reviews)
- Limitations (20 reviews)
- Limited Features (20 reviews)
- Learning Curve (17 reviews)
- Poor UI (16 reviews)

  ### 14. [Cyara Platform](https://www.g2.com/products/cyara-platform/reviews)
  Cyara is a customer experience (CX) assurance platform designed to help organizations optimize their customer interactions across every communication channel. As a leader in AI-powered CX assurance, Cyara provides a unified platform that enables continuous testing and monitoring of voice, digital, messaging, and conversational AI channels. This comprehensive approach allows businesses to ensure that every touchpoint in the customer journey functions flawlessly, ultimately enhancing the overall customer experience. Targeted primarily at enterprises and organizations that prioritize customer satisfaction, Cyara serves a diverse range of industries, including telecommunications, finance, retail, and healthcare. The platform is particularly beneficial for teams involved in software development, quality assurance, and customer service, as it supports the entire software development lifecycle. By focusing on the customer’s perspective, Cyara helps identify and resolve issues that may impact the customer experience, ensuring that businesses can deliver secure and high-quality interactions at scale. One of the key features of the Cyara platform is its ability to handle a comprehensive range of CX development and assurance needs. From the initial design phase to functional and regression testing, user acceptance testing, load testing, and production monitoring, Cyara provides a collaborative environment where team members can share and reuse scripts and data. This streamlined approach not only enhances efficiency but also fosters teamwork, enabling organizations to work more effectively toward common goals. Cyara's automation capabilities significantly enhance productivity by allowing users to automatically discover existing customer experiences and generate test scripts with minimal manual intervention. The platform employs Robotic Process Automation (RPA) to simulate real-world customer interactions, generating thousands of automated tests that replicate actual customer contact. This level of automation not only saves time but also ensures thorough testing across a wide range of digital and voice channels, including IVR, chat, and conversational AI. Moreover, Cyara is designed to support Agile and DevOps practices, enabling organizations to accelerate development cycles while improving quality. By facilitating the generation of test cases from the design phase, the platform encourages a shift-left approach, allowing teams to identify potential issues earlier in the development process. With visualization tools and capabilities tailored for different teams, Cyara enhances collaboration and ensures that all stakeholders are aligned in their efforts to deliver an exceptional customer experience.


  **Average Rating:** 4.7/5.0
  **Total Reviews:** 38

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 9.7/10 (Category avg: 9.0/10)
- **Ease of Use:** 9.4/10 (Category avg: 8.7/10)
- **Quality of Support:** 9.3/10 (Category avg: 8.7/10)
- **Ease of Admin:** 9.6/10 (Category avg: 8.7/10)


**Seller Details:**

- **Seller:** [Cyara](https://www.g2.com/sellers/cyara)
- **Company Website:** https://cyara.com
- **Year Founded:** 2006
- **HQ Location:** Redwood City, California
- **Twitter:** @cyara (4 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/cyara/ (373 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Insurance, Financial Services
  - **Company Size:** 66% Enterprise, 24% Small-Business


#### Pros & Cons

**Pros:**

- Automation (8 reviews)
- Customer Support (8 reviews)
- Ease of Use (6 reviews)
- Helpful (6 reviews)
- Time-saving (5 reviews)

**Cons:**

- Learning Curve (3 reviews)
- Complexity (2 reviews)
- Poor UI (2 reviews)
- Slow Loading (2 reviews)
- Slow Performance (2 reviews)

  ### 15. [Keploy](https://www.g2.com/products/keploy/reviews)
  Keploy is the open-source, AI-powered testing platform that helps developers ship faster with confidence. Designed to automate the creation of unit, integration, and end-to-end (E2E) tests, Keploy enables teams to achieve higher test coverage without manual effort. Using advanced techniques like eBPF tracing, Keploy captures real-time application interactions and converts them into deterministic tests that are consistent, repeatable, and reliable. Keploy integrates seamlessly with popular CI/CD pipelines and supports a variety of programming languages and testing frameworks, including JUnit and TestNG. It’s an ideal solution for teams looking to minimize repetitive test creation, enhance test accuracy, and streamline testing workflows—all while saving time and reducing costs. Key features include: Automatic Test Generation: Capture and generate tests without writing a single line of code. Enhanced Coverage Reporting: Granular insights into test effectiveness and efficiency. Seamless CI/CD Integration: Easily connect with existing workflows. AI-Powered Test Optimization: Filters out inconsistent or redundant test cases. Whether you’re building new features or maintaining legacy systems, Keploy empowers developers to focus on writing quality code while ensuring robust test coverage. Trusted by teams worldwide, Keploy simplifies testing and accelerates development cycles.


  **Average Rating:** 4.9/5.0
  **Total Reviews:** 46

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 9.3/10 (Category avg: 9.0/10)
- **Ease of Use:** 9.8/10 (Category avg: 8.7/10)
- **Quality of Support:** 9.6/10 (Category avg: 8.7/10)
- **Ease of Admin:** 8.3/10 (Category avg: 8.7/10)


**Seller Details:**

- **Seller:** [Keploy](https://www.g2.com/sellers/keploy)
- **Year Founded:** 2021
- **HQ Location:** Delaware, USA
- **Twitter:** @Keployio (1,672 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/keploy/?originalSubdomain=in (45 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Computer Software, Information Technology and Services
  - **Company Size:** 67% Small-Business, 22% Mid-Market


#### Pros & Cons

**Pros:**

- Time-saving (21 reviews)
- Automation (16 reviews)
- Ease of Use (14 reviews)
- Functionality (9 reviews)
- API Management (6 reviews)

**Cons:**

- Learning Curve (5 reviews)
- Insufficient Information (3 reviews)
- Difficult Learning (2 reviews)
- Integration Issues (2 reviews)
- OS Compatibility (2 reviews)

  ### 16. [Tricentis Testim](https://www.g2.com/products/tricentis-testim/reviews)
  Tricentis Testim is the fastest way to create your most resilient UI tests for customer facing web and mobile applications. Testim’s AI-powered self-healing and auto-improving Smart Locators keep your web UI tests stable and minimize maintenance. Execute parallel, cross-browser tests on Testim’s grid or on third-party grids. Testim also integrates with your devtools so you can stay in your workflow to create tests, branch tests, collaborate, and trigger test runs on CI builds. Troubleshooting is simplified by aggregating error types, providing relevant data, and showing before/after screenshots. Agile teams scale efficiently with tools to help them control and manage the growth in tests and teams. 


  **Average Rating:** 4.5/5.0
  **Total Reviews:** 50

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 8.9/10 (Category avg: 9.0/10)
- **Ease of Use:** 9.3/10 (Category avg: 8.7/10)
- **Quality of Support:** 9.2/10 (Category avg: 8.7/10)
- **Ease of Admin:** 9.0/10 (Category avg: 8.7/10)


**Seller Details:**

- **Seller:** [Tricentis](https://www.g2.com/sellers/tricentis)
- **Year Founded:** 2007
- **HQ Location:** Vienna, Austria
- **Twitter:** @Tricentis (12,909 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/656215/ (1,663 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Computer Software, Information Technology and Services
  - **Company Size:** 53% Mid-Market, 28% Small-Business


#### Pros & Cons

**Pros:**

- Automation (2 reviews)
- Automation Support (2 reviews)
- Ease of Use (2 reviews)
- Parallel Testing (2 reviews)
- Speed (2 reviews)

**Cons:**

- Expensive (2 reviews)
- Inconsistent Functionality (1 reviews)
- Insufficient Training (1 reviews)
- Learning Curve (1 reviews)
- Limited Customization (1 reviews)

  ### 17. [Qodex.ai](https://www.g2.com/products/qodex-ai/reviews)
  Qodex.ai | AI Powered API Testing and Security Qodex.ai is an AI agent purpose built for API testing and security automation. It helps engineering teams ship faster and safer by turning plain English requests into complete, executable test suites without any manual scripting or QA setup. Think of it as Cursor for APIs. Engineers describe what they want to test, and Qodex.ai instantly generates end to end functional, regression, and security test cases mapped to real workflows. Tests auto execute, stay up to date, and self heal as your code evolves, saving teams hours of maintenance and review time. Already trusted by more than 100 enterprise and mid market companies, Qodex.ai is redefining how modern teams achieve continuous API quality, vulnerability detection, and compliance at scale using the power of AI.


  **Average Rating:** 4.9/5.0
  **Total Reviews:** 60

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 9.4/10 (Category avg: 9.0/10)
- **Ease of Use:** 9.5/10 (Category avg: 8.7/10)
- **Quality of Support:** 9.6/10 (Category avg: 8.7/10)
- **Ease of Admin:** 9.3/10 (Category avg: 8.7/10)


**Seller Details:**

- **Seller:** [QodexAI](https://www.g2.com/sellers/qodexai)
- **Company Website:** https://www.qodex.ai/
- **Year Founded:** 2023
- **HQ Location:** San Francisco, California
- **LinkedIn® Page:** https://linkedin.com/company/qodexai (12 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Computer Software, Information Technology and Services
  - **Company Size:** 75% Small-Business, 20% Mid-Market


#### Pros & Cons

**Pros:**

- Ease of Use (23 reviews)
- Automation (17 reviews)
- Testing (17 reviews)
- Testing Efficiency (17 reviews)
- Helpful (13 reviews)

**Cons:**

- Slow Loading (6 reviews)
- Poor Documentation (5 reviews)
- Slow Performance (5 reviews)
- Bug Issues (4 reviews)
- Bugs (4 reviews)

  ### 18. [Kualitee](https://www.g2.com/products/kualitee/reviews)
  Kualitee is an AI-powered test management platform designed to assist software testing teams in streamlining their testing processes and delivering high-quality software more efficiently. Kualitee caters to organizations looking to enhance their software quality assurance practices by providing a robust set of tools that facilitate test case management, test execution, defect management, and comprehensive reporting and analytics. The target audience for Kualitee includes software development & testing teams, quality assurance professionals, and project managers across various industries. By addressing the complexities of software testing, Kualitee is particularly beneficial for teams that require a structured approach to manage their testing workflows. The platform is designed to accommodate both small teams and large enterprises, ensuring that users can scale their testing efforts as needed. Specific use cases include managing test cases for new software features, tracking defects throughout the development lifecycle, and generating insightful reports to inform stakeholders about testing progress and software quality. One of the standout features of Kualitee is its Gen AI engine, Hootie, which generates test cases based on user stories and test scenarios. This functionality not only saves time but also enhances the accuracy of test case creation, allowing teams to focus on more strategic testing activities. Additionally, Kualitee offers strong traceability, making it easier for teams to track requirements and identify bugs. This traceability ensures that any issues can be quickly located and addressed, ultimately leading to a more polished final product. Kualitee also provides flexibility in deployment options, allowing users to choose between cloud-based or on-premise plans based on their specific needs. The platform's ability to integrate with a wide range of leading software tools further enhances its usability, enabling teams to incorporate Kualitee into their existing workflows seamlessly. Its scalability and customization options make it suitable for organizations of all sizes, ensuring that users can tailor the platform to fit their unique testing requirements. By leveraging Kualitee's comprehensive suite of features, teams can enhance their testing efficiency, improve collaboration, and ultimately deliver higher-quality software products. The combination of AI-driven capabilities and a user-friendly interface positions Kualitee as a valuable asset for any organization committed to excellence in software development and quality assurance.


  **Average Rating:** 4.6/5.0
  **Total Reviews:** 212

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 9.0/10 (Category avg: 9.0/10)
- **Ease of Use:** 9.1/10 (Category avg: 8.7/10)
- **Quality of Support:** 9.1/10 (Category avg: 8.7/10)
- **Ease of Admin:** 8.9/10 (Category avg: 8.7/10)


**Seller Details:**

- **Seller:** [Kualitatem](https://www.g2.com/sellers/kualitatem)
- **Company Website:** https://www.kualitee.com/
- **Year Founded:** 2010
- **HQ Location:** New York, US
- **Twitter:** @Kualitee (376 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/kualitatem-inc-/ (163 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** Software Engineer, Senior Software Engineer
  - **Top Industries:** Computer Software, Information Technology and Services
  - **Company Size:** 49% Mid-Market, 45% Small-Business


#### Pros & Cons

**Pros:**

- Ease of Use (31 reviews)
- Test Cases (22 reviews)
- Tracking (19 reviews)
- Organization (16 reviews)
- Team Collaboration (14 reviews)

**Cons:**

- Limited Customization (10 reviews)
- Learning Curve (9 reviews)
- Insufficient Information (8 reviews)
- Filtering Issues (7 reviews)
- Slow Performance (7 reviews)

  ### 19. [Beta Testing](https://www.g2.com/products/beta-testing/reviews)
  BetaTesting is a specialized beta testing platform designed to assist companies in connecting with real-world users to launch high-quality, bug-free products that users love. With a community of over 450,000 participants globally, BetaTesting enables businesses to gather valuable insights and feedback from the right target audience, ensuring that their products meet market demands and user expectations. The BetaTesting audience is a first-party community of real, non-anonymous, ID verified and vetted participants. This service is particularly beneficial for companies looking to refine their offerings before a new product launch or new feature launch. The platform caters to a diverse range of industries and target audiences, making it suitable for startups, enterprise companies, and everything in between. By utilizing BetaTesting, organizations can conduct tests over various durations, whether it be a single session, multi-day, or multi-week testing period, allowing for flexibility in how they gather user feedback. This adaptability is essential for companies that may have different testing needs based on their product type or development stage. BetaTesting's service is built around three core components that enhance the testing experience. First, the participant recruiting feature allows companies to target specific demographics and interests using over 100 criteria, ensuring that they reach the right audience for their product. This targeted approach helps in obtaining relevant feedback that is more likely to reflect the experiences of actual end-users. Second, the platform provides a robust system for collecting feedback and bug reports from large groups of users, streamlining the process of identifying issues and areas for improvement. Lastly, BetaTesting offers a range of support services tailored to meet varying needs, from self-service options for those who prefer a hands-on approach to fully managed services for companies seeking comprehensive assistance. The feedback collected through BetaTesting is multifaceted, including surveys, usability videos, bug reporting, and messaging. This variety allows companies to gain a holistic understanding of user experiences and identify specific areas that require attention. By leveraging these insights, businesses can make informed decisions about product adjustments and enhancements, ultimately leading to a more successful launch and improved customer satisfaction. The combination of targeted recruitment, a robust feedback platform, and tailored support services positions BetaTesting as a valuable partner in the product development process, helping companies to navigate the complexities of user testing effectively.


  **Average Rating:** 4.7/5.0
  **Total Reviews:** 46

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 8.6/10 (Category avg: 9.0/10)
- **Ease of Use:** 9.3/10 (Category avg: 8.7/10)
- **Quality of Support:** 9.5/10 (Category avg: 8.7/10)
- **Ease of Admin:** 8.6/10 (Category avg: 8.7/10)


**Seller Details:**

- **Seller:** [BetaTesting](https://www.g2.com/sellers/betatesting)
- **Company Website:** https://betatesting.com/
- **Year Founded:** 2012
- **HQ Location:** Chicago, US
- **Twitter:** @betatesting_com (2,999 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/35500452 (43 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Information Technology and Services, Computer Software
  - **Company Size:** 78% Small-Business, 9% Mid-Market


#### Pros & Cons

**Pros:**

- Ease of Use (19 reviews)
- Customer Support (11 reviews)
- Easy Setup (10 reviews)
- Helpful (6 reviews)
- Quick Payment (5 reviews)

**Cons:**

- Insufficient Information (4 reviews)
- Complexity (3 reviews)
- Unclear Explanation (3 reviews)
- Compensation Issues (2 reviews)
- Credit Issues (2 reviews)

  ### 20. [ContextQA](https://www.g2.com/products/contextqa/reviews)
  ContextQA is a context-aware, AI-powered test automation platform that helps engineering and QA teams ship faster without compromising quality. Built on an agentic AI engine, it understands how code fits together identifying what changed, what matters, and what needs testing so teams can put QA on autopilot. Key features include: - Agentic AI Testing: Autonomous AI agents continuously monitor every build, catching bugs the moment they appear across web, mobile, and API environments. - AI Auto-Healing Tests: Tests automatically repair themselves as code evolves, eliminating repetitive maintenance and flaky test cycles. - Root Cause & Impact Analysis: Pinpoints exactly why a test broke, reducing time spent chasing false failures. - AI Prompt Engineering: Teams can describe tests in plain language and have them generated instantly no scripting required. - CodiTOS: Converts code to tests in seconds. - Continuous Testing (CI/CD): Integrates natively with Jenkins, GitHub Actions, GitLab, and other pipeline tools. - Comprehensive Coverage: Web, mobile (iOS & Android), API (REST & GraphQL), Salesforce, ERP/SAP, visual regression, performance, database, and email testing all on one platform. - AI Insights & Analytics: Delivers clear metrics on coverage, stability, and release readiness. - AI Data Validation & Management: Ensures accurate, consistent test data at scale. - Security: Dynamic Application Security Testing (DAST) built in. - Enterprise-Ready: On-prem and private cloud (VPC) deployment options with SOC 2, ISO 27001, and GDPR compliance. No vendor lock-in export your code anytime. - Unlimited Parallel Execution: Scale testing without scaling infrastructure or headcount.


  **Average Rating:** 4.8/5.0
  **Total Reviews:** 131

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 9.6/10 (Category avg: 9.0/10)
- **Ease of Use:** 9.5/10 (Category avg: 8.7/10)
- **Quality of Support:** 9.5/10 (Category avg: 8.7/10)
- **Ease of Admin:** 9.7/10 (Category avg: 8.7/10)


**Seller Details:**

- **Seller:** [ContextQA](https://www.g2.com/sellers/contextqa)
- **Year Founded:** 2022
- **HQ Location:** Austin, Texas
- **Twitter:** @ContextQa (92 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/contextqa/ (39 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Computer Software, Information Technology and Services
  - **Company Size:** 67% Small-Business, 33% Mid-Market


#### Pros & Cons

**Pros:**

- Automation (25 reviews)
- Ease of Use (13 reviews)
- Time-saving (13 reviews)
- Easy Integrations (9 reviews)
- Automation Support (8 reviews)

**Cons:**

- Learning Curve (11 reviews)
- Complexity (6 reviews)
- Difficult Learning (5 reviews)
- Browser Compatibility (3 reviews)
- Difficult Setup (3 reviews)

  ### 21. [Global App Testing](https://www.g2.com/products/global-app-testing/reviews)
  Global App Testing is a crowdtesting platform that helps companies accelerate their software development lifecycle (SDLC) by providing on-demand software testing services delivered by real users around the world. The platform enables engineering, product, and QA teams to identify bugs, usability issues, and localization problems before release, helping organizations ship high-quality software faster. Through rapid testing cycles with results delivered in as little as 2 to 48 hours, Global App Testing allows teams to validate new features, releases, and digital experiences quickly. This fast turnaround supports agile development teams by reducing bottlenecks in the development process and enabling faster, more confident product launches. Global App Testing is designed for software development teams, product managers, and quality assurance professionals who need scalable testing across multiple devices, regions, and real-world environments. The platform is particularly valuable for companies expanding internationally, offering UX testing, localization testing, and competitor benchmarking that provide actionable insights into how products perform in specific markets. These insights help businesses improve user experience, reduce product risk, and protect revenue during global launches. One of the platform’s key strengths is its global community of over 90,000 professional testers across more than 189 countries. This diverse network enables companies to test applications on real devices, operating systems, and network conditions across global markets. Testers undergo a rigorous selection process, with only the top 3% of applicants accepted, ensuring high-quality feedback and reliable bug reporting. All testing results are also moderated for accuracy and relevance, helping teams quickly prioritize issues and resolve defects. Security and data protection are core priorities for Global App Testing. The company is ISO 27001 certified, demonstrating its commitment to internationally recognized information security standards. As one of the few crowdtesting vendors with ISO 27001 certification, Global App Testing ensures that testing processes, infrastructure, and personnel meet strict security and compliance requirements. By combining crowdtesting, global user insights, and rapid test execution, Global App Testing helps companies improve software quality, reduce release risk, and deliver better digital experiences to users worldwide. The platform provides organizations with the tools and real-world testing coverage needed to confidently scale their products across global markets.


  **Average Rating:** 4.4/5.0
  **Total Reviews:** 59

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 9.5/10 (Category avg: 9.0/10)
- **Ease of Use:** 8.9/10 (Category avg: 8.7/10)
- **Quality of Support:** 9.2/10 (Category avg: 8.7/10)
- **Ease of Admin:** 9.3/10 (Category avg: 8.7/10)


**Seller Details:**

- **Seller:** [Global App Testing](https://www.g2.com/sellers/global-app-testing)
- **Company Website:** https://www.globalapptesting.com
- **Year Founded:** 2013
- **HQ Location:** London, GB
- **Twitter:** @QAOps (1,160 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/global-app-testing/ (151 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Computer Software, Information Technology and Services
  - **Company Size:** 50% Mid-Market, 38% Small-Business


#### Pros & Cons

**Pros:**

- Customer Support (21 reviews)
- Ease of Use (19 reviews)
- Helpful (19 reviews)
- Flexibility (10 reviews)
- Speed (10 reviews)

**Cons:**

- Testing Difficulties (11 reviews)
- Bug Issues (9 reviews)
- Software Bugs (7 reviews)
- Expensive (4 reviews)
- Inefficient Review Process (4 reviews)

  ### 22. [Copado Robotic Testing](https://www.g2.com/products/copado-robotic-testing/reviews)
  Copado Robotic Testing revolutionizes Salesforce QA by streamlining and optimizing manual testing. It accelerates test automation by leveraging AI-powered generative scripting, enabling teams to create robust, maintainable tests efficiently. Designed for scalability, Copado Robotic Testing includes parallel robots, increasing test performance and test coverage. Its seamless integration with CI/CD pipelines ensures that testing is part of the DevOps lifecycle, reducing errors and delays and ensuring teams deploy with confidence. Copado Robotic Testing is the solution for teams aiming to optimize manual testing, while building automation to improve software quality, and drive faster releases.


  **Average Rating:** 4.5/5.0
  **Total Reviews:** 44

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 8.7/10 (Category avg: 9.0/10)
- **Ease of Use:** 9.1/10 (Category avg: 8.7/10)
- **Quality of Support:** 8.5/10 (Category avg: 8.7/10)
- **Ease of Admin:** 8.4/10 (Category avg: 8.7/10)


**Seller Details:**

- **Seller:** [Copado Solutions](https://www.g2.com/sellers/copado-solutions)
- **Company Website:** https://www.copado.com
- **Year Founded:** 2013
- **HQ Location:** Chicago, IL
- **Twitter:** @CopadoSolutions (2,474 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/copado-solutions-s.l/ (608 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Telecommunications, Information Technology and Services
  - **Company Size:** 43% Enterprise, 28% Mid-Market


#### Pros & Cons

**Pros:**

- Ease of Use (14 reviews)
- Automation (13 reviews)
- Time-saving (8 reviews)
- Automation Ease (6 reviews)
- Easy Integrations (6 reviews)

**Cons:**

- Slow Performance (11 reviews)
- Poor UI (6 reviews)
- Difficult Setup (5 reviews)
- Testing Difficulties (5 reviews)
- Learning Curve (4 reviews)

  ### 23. [testomat.io](https://www.g2.com/products/testomat-io/reviews)
  Test Case Management system testomat.io is a web-based testing tool that allows users to structure test projects best. It synchronizes your manual and automation tests in one place. It integrates with popular test automation frameworks and CI\CD tools. Its top features include: - Built-in AI capabilities (test generation, analysis, suggestion, prediction) - Flexible test execution: allows you to pick tests and run them as you need to focus on particular areas. Moreover, it provides multi-environment and parallel execution, mixed run manual with automation tests in one run, and running automated tests manually. - Real-time reporting with varied heatmaps and analytics. - Analytics dashboard with such metrics as requirement coverage, flaky tests, slowest tests, automation coverage, and more. - Version Control & Test History. - Advanced BDD support. - Advanced Jira plugin. - Team management control functionality. Test Management tool integrates with the most popular test automated frameworks such as Cypress.io, WebdriverIO, Playwright, Cucumber, CodeceptJS, Codeception, TestCafe, Protractor, Jasmine, Jest, Mocha, and Chai. Supports JUnit integration, and via XML file is possible to generate reports for any language or other test framework. Regarding CI\CD integration, it supports GitHub, GitLab, GitHub Action, Azure DevOps, Jenkins, Bamboo and CircleCI. Testomat.io is an enterprise-ready system. It shows excellent performance, AQAs can run even 15,000 tests at once, and check the result even if 1 test is executed. The price model consists of monthly/yearly subscriptions and a free plan for small teams. Support is extended via email or chat. 👇 Check out the comparison with popular TCMS in the market and pricing model and discover why #testomatio best suits your needs on our pages: 🔗 https://testomat.io/?utm\_source=g2&utm\_medium=referral&utm\_campaign=g2\_profile 🔗 https://testomat.io/pricing/


  **Average Rating:** 4.8/5.0
  **Total Reviews:** 87

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 9.7/10 (Category avg: 9.0/10)
- **Ease of Use:** 9.3/10 (Category avg: 8.7/10)
- **Quality of Support:** 9.7/10 (Category avg: 8.7/10)
- **Ease of Admin:** 9.2/10 (Category avg: 8.7/10)


**Seller Details:**

- **Seller:** [testomatio](https://www.g2.com/sellers/testomatio)
- **Year Founded:** 2020
- **HQ Location:** Krakow
- **Twitter:** @testomatio (1,479 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/65894270/ (19 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** QA Lead, QA
  - **Top Industries:** Computer Software, Information Technology and Services
  - **Company Size:** 60% Small-Business, 33% Mid-Market


#### Pros & Cons

**Pros:**

- Ease of Use (23 reviews)
- Integrations (20 reviews)
- Easy Integrations (18 reviews)
- Customer Support (16 reviews)
- Automation (14 reviews)

**Cons:**

- Complexity (5 reviews)
- Testing Difficulties (5 reviews)
- Editing Difficulties (4 reviews)
- Limited Features (4 reviews)
- Missing Features (4 reviews)

  ### 24. [Katalon True Platform](https://www.g2.com/products/katalon-true-platform/reviews)
  Katalon True Platform is an AI-driven software quality solution designed to unify the software testing lifecycle, enabling Quality Assurance (QA) teams to deliver high-quality software more efficiently. By integrating multiple essential capabilities into a single platform, it addresses the challenges of fragmented testing environments that often hinder productivity and inflate costs. The True Platform encompasses six core functionalities: Manual Testing, Test Automation, Test Management, Test Execution Environment, Reporting & Analytics, and Production Insights, all coordinated by the Katalon AI Assistant. The fragmentation of software quality tools has historically created inefficiencies, with separate tools for each aspect of testing leading to delays and increased costs. Katalon True Platform seeks to eliminate these barriers by automating the entire testing lifecycle, not just the execution phase. This holistic approach allows QA teams to accelerate their delivery timelines, identify defects earlier in the process, and scale their quality efforts without the need for additional personnel. By streamlining the testing process, teams can focus on enhancing software quality and meeting project deadlines more effectively. A standout feature of the True Platform is the Katalon AI Assistant, which enhances productivity at every stage of the testing lifecycle. This embedded AI assistant employs six specialized agents that facilitate various tasks, from analyzing requirements and generating test cases to autonomously executing tests and reporting defects. For instance, the Requirement Analyzer identifies ambiguities in specifications, while the Bug Reporter automates the generation of detailed defect reports, integrating seamlessly with tools like Jira or Azure DevOps. This conversational AI experience keeps users in control while significantly reducing the time spent on routine tasks. Katalon Studio, a well-established test automation tool, remains an integral part of the True Platform. It provides a robust environment for teams seeking in-depth coded test automation, including custom frameworks and complex scripting. The key enhancement is that Katalon Studio now operates in conjunction with the broader platform, ensuring that all outputs are connected to the same test management and reporting infrastructure. This integration allows for a cohesive workflow across the QA team, enhancing collaboration and visibility. Designed to cater to the diverse needs of the entire QA organization, Katalon True Platform accommodates manual testers through intuitive, zero-code workflows, while providing automation engineers with the familiar scripting environment of Katalon Studio. QA managers benefit from real-time dashboards and predictable execution, and QA leaders gain consolidated visibility and cost efficiency by replacing multiple vendor solutions with a single, unified system. This comprehensive approach ensures that all team members can contribute effectively to the software quality process, ultimately leading to improved outcomes and faster delivery times.


  **Average Rating:** 4.4/5.0
  **Total Reviews:** 211

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 8.9/10 (Category avg: 9.0/10)
- **Ease of Use:** 8.9/10 (Category avg: 8.7/10)
- **Quality of Support:** 8.5/10 (Category avg: 8.7/10)
- **Ease of Admin:** 8.8/10 (Category avg: 8.7/10)


**Seller Details:**

- **Seller:** [Katalon LLC](https://www.g2.com/sellers/katalon-llc)
- **Company Website:** https://katalon.com/
- **Year Founded:** 2016
- **HQ Location:** Atlanta, US
- **Twitter:** @KatalonPlatform (1,615 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/katalon/ (356 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** Test Engineer
  - **Top Industries:** Computer Software, Information Technology and Services
  - **Company Size:** 41% Small-Business, 28% Mid-Market


#### Pros & Cons

**Pros:**

- Ease of Use (60 reviews)
- Automation (54 reviews)
- Automation Support (22 reviews)
- Implementation Ease (21 reviews)
- Time-saving (20 reviews)

**Cons:**

- Slow Performance (24 reviews)
- Expensive (12 reviews)
- System Delays (9 reviews)
- Bug Issues (8 reviews)
- Learning Curve (8 reviews)

  ### 25. [mabl](https://www.g2.com/products/mabl/reviews)
  mabl, the leading AI-native test automation platform, empowers software teams to accelerate innovation while ensuring exceptional quality. Our agentic tester complements your team’s human expertise with a digital teammate, providing comprehensive and reliable quality assurance across web, mobile, and APIs. Trusted by industry leaders like Workday, Vivid Seats, and JetBlue, mabl transforms how teams approach software quality.


  **Average Rating:** 4.4/5.0
  **Total Reviews:** 38

**User Satisfaction Scores:**

- **Has the product been a good partner in doing business?:** 9.3/10 (Category avg: 9.0/10)
- **Ease of Use:** 9.0/10 (Category avg: 8.7/10)
- **Quality of Support:** 9.1/10 (Category avg: 8.7/10)
- **Ease of Admin:** 9.0/10 (Category avg: 8.7/10)


**Seller Details:**

- **Seller:** [mabl](https://www.g2.com/sellers/mabl)
- **Year Founded:** 2016
- **HQ Location:** Boston, Massachusetts
- **Twitter:** @mablhq (1,633 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/11166046/ (112 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Computer Software
  - **Company Size:** 44% Mid-Market, 36% Small-Business


#### Pros & Cons

**Pros:**

- Ease of Use (4 reviews)
- Automation (2 reviews)
- Customer Support (2 reviews)
- Helpful (2 reviews)
- Speed (2 reviews)

**Cons:**

- Insufficient Information (2 reviews)
- Slow Performance (2 reviews)
- Testing Limitations (2 reviews)
- Cloud Limitations (1 reviews)
- Complexity (1 reviews)



## Parent Category

[Development Software](https://www.g2.com/categories/development)



## Related Categories

- [Automation Testing Tools](https://www.g2.com/categories/automation-testing-tools)
- [Test Management Tools](https://www.g2.com/categories/test-management)
- [AI Software Testing Tools](https://www.g2.com/categories/ai-software-testing-tools)



---

## Buyer Guide

### What You Should Know About Software Testing Software

### What is Software Testing Software?

Software testing tools help users gain information about their software’s functionality, usability, and performance. Quality assurance is one of the greatest benefits to software testing solutions. Users can diagnose issues, track bugs, manage development timelines, and improve their overall product.

**Quality Assurance Planning —** Quality assurance is one of the largest components of the application lifecycle and can be assisted through software testing features like project statuses and quality reporting. Reporting tools can outline the project work scope, while project status features help alert users of issues, schedule tests, and meet deadlines. Planning tools can be greatly beneficial when working in agile structures, as schedules can change rapidly.

Customizability can also be crucial to ensuring your application meets your specific functionality and performance specifications. Software testing products are better suited for resolving specific issues, but general add-on tools may help track bugs and diagnose issues. Some users reported great benefits when working with custom products they’d created for clients. Each individual application can have different metrics, standards, and assessments.

**Manual and Automated Testing —** Manual software testing and issue tracking can be tedious but are often necessary. Aside from tasks easily solved by testing scripts, instances may demand ad hoc ticketing, end-to-end situational analysis, or manual security audits. Users have reported benefits from being able to manually assign tests or resolutions to individual specialists. Software testing users have also described benefits in planning and executing user tests with random and in-house individuals.

However, users often want to limit the need for manual testing, which is far and away the most commonly cited business problem solved using software testing solutions. These products can usually automate test runs or scripts to continuously examine a product’s functionality. This often reduces testing time and frees up developers to find solutions, resolve issues, and develop new features or products.

In the end, a hybrid approach tends to be the most common. Ideal solutions allow users to expedite and optimize their processes by managing and separating manual and automatable tasks. This allows teams to tailor their process to team and project needs. Once that organization is concrete, automating iterative tasks can take place while individuals manually sift through and test issues requiring manual effort.

Other Business Problems Solved with Software Testing Products

Regardless of your product’s audience or basic functionality, all development teams desire performance optimization. Software testing solutions can keep products running more swiftly while simultaneously monitoring and testing them as new issues arise.

Some of the other business problems solved with software testing products include:

- Reporting and documenting performance data and trends
- Maintaining performance over extended periods of time
- Managing software requirements or standards
- Tracking time, managing cases, and optimizing performance

Key Benefits of Software Testing Software

- Build software faster with automated test management
- Enhance overall quality of the product with continuous application testing
- Ensure that software works correctly and focuses on the tasks it is meant to achieve
- Discover faults early before they manifest into larger issues
- Demonstrate to stakeholders and potential buyers that the product works

### Why Use Software Testing Software?

**Quality assurance —** Nobody likes running across functionality issues in their software, especially software that they might have just spent money on. Software testing tools help minimize these occurrences. Breaks shouldn’t occur in finalized products, and software testing software helps ensure breaks don’t happen.

**Customer satisfaction —** Software stability helps to bring in customers and keep them. The more often your software functions without a hitch, the more likely your customers will keep coming back for more, and more importantly, the more likely they are to recommend your products to others. Software testing software helps your company create quality software that makes customers happy.

**Costs saved —** Hotfixes and software updates after a product’s release are costly in both labor hours and resource needs. Software testing software helps to minimize the need for post-production tweaks, letting your teams focus on new projects instead of correcting old ones.

### Who Uses Software Testing Software?

Testing software is an integral part of the development lifecycle. Understanding what functionalities are and are not working, as well as identifying potential snags or missed opportunities, is critical to a successful product release.

No matter the development framework, the target platform, or the software type, every development team should have access to and be using software testing software in some form during development. This helps developers stay on top of potential issues in code, and they can identify potential breakpoints that only happen during nonstandard application use.

User experience (UX) teams also can benefit from utilizing software testing software. By combining software testing with evaluations of the user experience, teams can create more fluid software that fits and functions to the consumer’s exact needs.

### Kinds of Software Testing Software

**Static vs. dynamic testing —** Static testing focuses more on implicit testing, like when a programmer edits software. Dynamic testing involves running a software project against a set of tests to determine if it will pass the testing. Development teams may implement both methods when creating a project, but it is important to understand which testing method a team will use when selecting a software testing product.

**White-box vs. black-box testing —** White-box testing involves programmers testing a project from the inside. The white-box method tests how software is performing its function. The black box tests software only for functionality to see if a project performs the tasks it’s designed for. Software testing tools may be designed for a specific method. Development teams should consider this when choosing a software testing tool.

**Suite vs. best-of-breed —** Some software testing tools incorporate many solutions into one suite product. These suite products often combine features like software testing, version control, bug tracking, test automation, project management, and more. Best-of-breed products, on the other hand, focus on only one of these solutions. Software teams should consider which model is best for them when choosing a software testing product.

### Software Testing Software Features

**Test case management —** Lay out the test cases your teams need, create new ones, or remove cases that are no longer valid.

**Issue tracking —** Identify issues in the application’s function, track those issues through resolution, and verify that issue resolution did not cause any other incidental issues.

**Variable testing methods and types —** Whether worried about scalability, performance under stress, or general functionality, software testing software should have the capability to run tests on any areas of concern.

**Reporting and metrics —** Software testing software can keep track of all testing results, revealing metrics around tests and generating reports or dashboards for any testing your team runs.

**Third-party integration —** As an integral part of the development lifecycle, software testing tools can integrate into other development lifecycle tools to centralize all relevant information.

### Trends Related to Software Testing Software

**Machine learning —** Growth in the fields of artificial intelligence (AI) and machine learning has greatly bolstered software testing. Current testing is reactive to the current software configurations. [Machine learning software](https://www.g2.com/categories/machine-learning) changes the game by allowing for predictive development as well, looking at trends in past development and creating new parameters from those trends.

**Big data and IoT —** As two of the hottest trending fields in the technology space, big data and internet of things (IoT) don’t appear to be falling to irrelevancy anytime soon. A lot of software will need to be able to deal with massive data volumes and a diverse range of endpoints. Testing software can help ensure these needs get met.

**Test automation —** As continuous development and delivery increase in popularity alongside agile development methods, software testing is driven more and more to keep pace. Test automation reduces the time spent running tests down to just creating the test cases, saving valuable production time.

**API —** The world is more interconnected than ever, and consumers are increasingly looking to connect functionalities as well. APIs allow companies to integrate their own software components with other, non-proprietary software, creating a more cohesive and fluid user experience. We may see software testing tools gain increasing focus on connected design to help companies produce more software products that integrate well.

### Potential Issues with Software Testing Software

Software testing tools greatly increase efficacy and quality during the development process, but there are some considerations that should be kept in mind when seeking out the right testing tool for your team.

**Development models —** Development teams build software projects from a number of different models (e.g., agile, lean, scrum, and waterfall). Software testing tools can be designed for a specific development method. The methodology development teams implement for their projects will also affect when they will need software testing tools in the project’s lifecycle. Development teams should consider these factors when choosing a software testing tool.

**Frameworks —** Development teams have choices in frameworks when building software. Frameworks allow developers to focus on building their software without needing to also build their development environment. Software testing tools can be designed with a specific framework in mind, so consider your team’s framework(s) when searching for a new product.

**Integrations —** Some software testing products allow for integrations with other existing software tools. Many software testing best-of-breed products have integration features (e.g., bug tracking) with best-of-breed solutions. Development teams should consider their current software solutions and whether they will be compatible with a potential new software testing tool.

### Software and Services Related to Software Testing Software

Software testing tools tend to include other test management features like [bug tracking software](https://www.g2.com/categories/bug-tracking) and [project management software](https://www.g2.com/categories/project-management). These offer reporting and dashboards to assist in the testing process, track changes and workflows, and help keep teams up to date on testing.

Software testing software often also offers integration with other testing tools or with software development solutions. Testing is only one part of the development lifecycle, so most testing software will have integration capabilities with [build automation software](https://www.g2.com/categories/build-automation), [continuous delivery software](https://www.g2.com/categories/continuous-delivery), and [continuous deployment software](https://www.g2.com/categories/continuous-deployment) to stay fluid with the rest of development.