• HOME
  • CATEGORIES

    • CATEGORIES

    • Application Development

      • Observability Platforms
      • Integrated Development Environment (IDE) Software
      • Enterprise Agile Planning Tools
      • Integration Platform as a Service
      • AI-Augmented Software Testing Tools
      • View All
    • Artificial Intelligence

      • Generative AI Knowledge Management Apps/General Productivity
      • AI Code Assistants (Transitioning to AI Coding Agents)
      • AI Application Development Platforms
      • Artificial Intelligence Applications in IT Service Management (Transitioning to AI Applications in IT Service Management)
      • Conversational AI Platforms
      • View All
    • Cloud Computing

      • Backup and Data Protection Platforms
      • Cloud Database Management Systems
      • Strategic Cloud Platform Services
      • Server Virtualization (Transitioning to Server Virtualization Platforms)
      • Hybrid Cloud Storage
      • View All
    • Customer Relationship Management

      • Contact Center as a Service
      • CRM Customer Engagement Center
      • Digital Experience Platforms
      • Web Content Management
      • Field Service Management
      • View All
    • Data and Analytics

      • Analytics and Business Intelligence Platforms
      • Data Science and Machine Learning Platforms (Transitioning to AI Platforms For Data Science and Machine Learning)
      • Data Integration Tools
      • Process Mining Platforms (Transitioning to Process Intelligence Platforms)
      • Augmented Data Quality Solutions
      • View All
    • Education

      • Manager and Leadership Training
      • Corporate Learning Technologies
      • eLearning Authoring Tools
      • Higher Education Student Information System Software as a Service (Transitioning to Higher Education SaaS Student Information Systems)
      • Digital Learning Content Providers
      • View All
    • Enterprise Networking and Communications

      • Unified Communications as a Service
      • Global WAN Services
      • SD-WAN
      • Intranet Packaged Solutions
      • Edge Distribution Platforms
      • View All
    • Finance

      • Expense Management Software
      • Financial Planning Software
      • Financial Close and Consolidation Solutions
      • Cloud Financial Management Tools
      • Accounts Payable Applications
      • View All
    • Healthcare and Life Sciences

      • Medical Device Security Solutions (Transitioning to Medical Device Risk Management Platforms)
      • Health Navigation Solutions
      • Claim Editor Software
      • Revenue Cycle Management Software (Transitioning to Revenue Cycle Management Solutions)
      • Digital Health Platforms (Transitioning to Healthcare Provider Industry Cloud Platforms)
      • View All
    • Human Resources

      • Employee Recognition and Reward Systems
      • Workforce Management Applications (Transitioning to Workforce Management (WFM) Technology)
      • Digital Employee Experience Management Tools
      • Talent Acquisition (Recruiting) Suites
      • Cloud HCM Suites for Regional and/or Sub-1,000 Employee Enterprises
      • View All
    • IT Infrastructure and IoT

      • Enterprise Wired and Wireless LAN Infrastructure (Transitioning to Enterprise Wired and Wireless LAN)
      • Endpoint Management Tools
      • IT Service Management Platforms
      • Container Management
      • Infrastructure Monitoring Tools
      • View All
    • IT Security

      • Endpoint Protection Platforms
      • Managed Detection and Response
      • Email Security
      • Security Information and Event Management
      • Security Awareness Computer-Based Training
      • View All
    • Legal

      • Contract Life Cycle Management
      • Electronic Signature
      • Governance, Risk and Compliance Tools, Assurance Leaders
      • Compliance Monitoring Solutions
      • Corporate Governance Services
      • View All
    • Manufacturing

      • Enterprise Asset Management Software
      • Manufacturing Execution Systems
      • Global Industrial IoT Platforms
      • PLM Software in Discrete Manufacturing Industries
      • Computer-Aided Design (CAD) Software
      • View All
    • Marketing

      • Video Editing Software
      • Email Marketing
      • Multichannel Marketing Hubs
      • Customer Data Platforms
      • Event Marketing and Management Platforms
      • View All
    • Productivity and Collaboration

      • Document Management
      • Visual Collaboration Applications
      • Collaborative Work Management
      • Knowledge Management (KM) Software
      • Meeting Solutions
      • View All
    • Public Sector and Government

      • Cloud-Based ERP for U.S. Local Government
      • Government Budgeting and Planning Solution
      • Citizen Service Delivery
      • Government ERP Solutions
      • Government Contracting Software
      • View All
    • Retail

      • Digital Commerce
      • Digital Commerce Payment Vendors (Transitioning to Digital Commerce Payment Platforms)
      • Retail Assortment Management Applications: Long Life Cycle Products
      • Retail Workforce Management Applications (Transitioning to Retail Workforce Management Technology)
      • Digital Shelf Analytics
      • View All
    • Sales

      • Sales Force Automation Platforms (Transitioning to CRM Sales Platforms)
      • Revenue Intelligence (Transitioning to Revenue Action Orchestration)
      • Revenue Enablement Platforms
      • Configure, Price and Quote Applications
      • Sales Performance Management
      • View All
    • Supply Chain Management

      • Supply Chain Planning Solutions
      • Transportation Management Systems
      • Real-Time Transportation Visibility Platforms
      • Warehouse Management Systems
      • Supply Chain Strategy, Planning and Operations Consulting
      • View All
    • Utilities

      • Geospatial Information Systems for Energy and Utilities
      • Mobile Workforce Management Software for Utilities (Transitioning to Mobile Workforce Management Solutions for Power and Utilities)
      • Energy Management and Optimization Systems
      • Energy Trading and Risk Management
      • Advanced Distribution Management Systems
      • View All
    • Browse All Categories
  • FOR VENDORS

    • FOR VENDORS

    • Log In to Vendor Portal
    • Get Started
  • REVIEWS

    • REVIEWS

    • Write a Review
    • Product Reviews
    • Vendor Directory
    • Product Comparisons
  • GARTNER PEER COMMUNITY™
  • GARTNER.COM
  • Community GuidelinesListing GuidelinesBrowse VendorsRules of EngagementFAQPrivacyTerms of Service
    ©2026 Gartner, Inc. and/or its affiliates.
    All rights reserved.
  • Categories

      • Application Development
      • Artificial Intelligence
      • Cloud Computing
      • Customer Relationship Management
      • Data and Analytics
      • Education
      • Enterprise Networking and Communications
      • Finance
      • Healthcare and Life Sciences
      • Human Resources
      • IT Infrastructure and IoT
      • IT Security
      • Legal
      • Manufacturing
      • Marketing
      • Productivity and Collaboration
      • Public Sector and Government
      • Retail
      • Sales
      • Supply Chain Management
      • Utilities
      Browse All Categories

      Application Development

      68 markets
      • Observability Platforms
      • Integrated Development Environment (IDE) Software
      • Enterprise Agile Planning Tools
      • Integration Platform as a Service
      • AI-Augmented Software Testing Tools
      • API Management
      • Enterprise Low-Code Application Platforms
      • Robotic Process Automation
      • DevOps Platforms (Transitioning to DevSecOps Platforms)
      • Business Process Automation Tools
      • Enterprise Architecture Tools
      • Business Orchestration and Automation Technologies
      • Custom Software Development Services
      • Code Review Tools
      • Digital Adoption Platforms
      • Domain Registrars
      • Public Cloud IT Transformation Services (Transitioning to Public Cloud Optimization and Transformation Services)
      • Game Engine Software
      • Website Builders
      • Developer Productivity Insight Platforms
      • AI Agents for Application Developers
      • Application Platforms (Transitioning to Cloud-Native Application Protection Platforms)
      • Feature Management
      • Application Crowdtesting Services
      • Test Data Management
      • API Generation Software
      • Prototyping Software
      • Code Modernization Tools
      • Mobile App Analytics
      • Application Testing Services, Worldwide (Transitioning to Quality Engineering Services)
      • Digital Twin of an Organization Platforms
      • Application Integration Platforms
      • Event Brokers
      • Virtual Reality Development Software
      • Green Software Engineering
      • Independent Third-Party Software Support of Megavendors
      • Microsoft 365 Implementation and Support Services
      • BPM-Platform-Based Case Management Frameworks
      • Microsoft Product Support Services
      • Application Development Life Cycle Management (Transitioning to DevOps Platforms)
      • Product Roadmapping Tools for Software Engineering
      • Multiexperience Development Platforms
      • Application Portfolio Management Tools
      • Application Composition Platform
      • Internal Developer Portals
      • Cloud Development Environments
      • Load Testing Tools
      • AI Agent Development Platforms for Software Engineering
      • Blockchain Consulting and Proof-of-Concept Development Services
      • B2B Gateway Software
      • Citizen Application Development Platforms
      • Mobile Application Testing Services
      • Mobile Development Frameworks (Transitioning to Web and Mobile Development Frameworks)
      • SAP S/4HANA Application Services, Worldwide (Transitioning to Cloud ERP Services)
      • Oracle Cloud Application Services, Worldwide (Transitioning to Cloud ERP Services)
      • SAP Application Services, Worldwide
      • SAP SuccessFactors Service Providers (Transitioning to Cloud ERP Services)
      • Service Mesh
      • Business-Outcome-Driven Enterprise Architecture Consulting (Retired)
      • Oracle Application Services, Worldwide (Transitioning to Cloud ERP Services)
      • Rapid Mobile App Development Tools
      • SAP Selective Test Data Management Tools
      • Value Stream Management Platforms
      • Augmented Reality Development Software
      • Blockchain as a Service
      • Mobile Application Management (Transitioning to Endpoint Management Tools)
      • Mobile Back-End Services
      • R&D Outsourcing Providers
      View More
  • For Vendors

    • Log In to Vendor Portal 

    • Get Started 

  • Write a Review

Join / Sign In
All Categories
/
AI-Augmented Software Testing Tools

AI-Augmented Software Testing Tools Reviews and Ratings

What are AI-Augmented Software Testing Tools?

Gartner defines AI-augmented software testing tools as tools that provide fully integrated and orchestrated capabilities to enable continuous, self-optimizing and highly autonomous testing in the software development life cycle (SDLC) through the use of AI. Capabilities include the generation and maintenance of test scenarios, test cases, test automation, test suite optimization, test prioritization, test analysis, and test value scoring. As part of the larger toolset for AI-augmented development that aids software engineers in designing, coding and testing applications, AI-augmented software testing tools integrate with AI code assistants, chat interfaces, DevOps platforms, planning and deployment tools. They are delivered primarily as cloud-hosted services with some options for on-premises deployment.

AI-augmented software testing tools are designed to simplify and accelerate the creation, maintenance and management of test artifacts throughout the SDLC. They help software engineering teams to increase the efficiency, effectiveness and fidelity of tests by reducing human intervention. Teams can build confidence in the quality of their release candidates and support software engineering leaders in making informed decisions regarding product releases.

Learn More About This Category
How Categories and Markets Are Defined
Highest Rated By Your Peers
For Willingness to Recommend
Logo of Testsigma
Testsigma
Logo of Parasoft SOAtest
Parasoft SOAtest
Logo of TestMu AI
TestMu AI
For 50M-1B USD Companies
Logo of Tricentis Tosca
Tricentis Tosca
Logo of SmartBear TestComplete
SmartBear TestComplete
Logo of Keysight Eggplant Test
Keysight Eggplant Test
For Asia/Pacific
Logo of Testsigma
Testsigma
Logo of Katalon
Katalon
Logo of TestMu AI
TestMu AI
Integration & Deployment
Logo of Testsigma
Testsigma
Logo of TestMu AI
TestMu AI
Logo of Parasoft SOAtest
Parasoft SOAtest

Product Listings

Filter by

Products 1 - 20 of 79
Sort by
Logo of Katalon

Katalon

By Katalon

4.5
(863 Ratings)

Katalon is a software designed for automated testing of web, mobile, desktop, and application programming interfaces. It provides capabilities such as test authoring, test execution, and reporting within a single platform. The software supports scriptless test creation as well as advanced scripting to accommodate a wide range of testing requirements. It integrates with popular continuous integration and continuous delivery tools to streamline test management workflows. Katalon enables users to identify software defects early in the development cycle and improves testing efficiency by automating repetitive tasks. The software offers support for collaboration among testing teams and facilitates the management and maintenance of test assets to address the challenges of quality assurance in software development.

Show More Details
Logo of BrowserStack

BrowserStack

By BrowserStack

4.4
(440 Ratings)

BrowserStack provides a test platform built for developers & QAs to expand test coverage, scale & optimize testing with cross-browser, real device cloud, accessibility, visual testing, test management, and test observability.

Products:

Live - Manual cross-browser testing

App Live - Manual real-device testing

Automate - Browser automation grid

App Automate - Real device automation cloud

Percy - Automated visual testing and review

Low Code Automation - Test automation without coding

Accessibility Testing - Test WCAG and ADA compliance

Test Management - Unify and track all test cases

Test Observability - Test debugging & insights

Show More Details
Logo of TestMu AI

TestMu AI

By TestMu AI

4.5
(417 Ratings)

TestMu AI (formerly LambdaTest) is a Full-Stack Agentic AI Quality Engineering platform that empowers teams to test intelligently and ship faster. Engineered for scale, it offers end-to-end AI agents to plan, author, execute, and analyze software quality. AI-native by design, the platform enables testing of web, mobile, and enterprise applications at any scale across real devices, real browsers, and custom real-world environments.

Show More Details
Logo of Tricentis NeoLoad

Tricentis NeoLoad

By Tricentis

4.4
(221 Ratings)

Tricentis NeoLoad is a software designed for load and performance testing of web, mobile, and enterprise applications. It enables organizations to simulate large numbers of users interacting with applications in realistic scenarios, facilitating the identification and resolution of performance bottlenecks before deployment. The software allows automated test creation, execution, and analysis across different environments, supporting integration with CI/CD pipelines to ensure continuous performance validation. It provides real-time analytics, scalable test execution, and enables performance testing for APIs, microservices, and legacy systems. Tricentis NeoLoad assists teams in maintaining application reliability and responsiveness under varying user loads and business conditions.

Show More Details
Logo of Tricentis Tosca

Tricentis Tosca

By Tricentis

4.5
(151 Ratings)

Tricentis Tosca is a software designed for continuous testing and test automation, supporting end-to-end testing of enterprise and cloud applications. The software offers model-based test automation for functional and regression testing, enabling users to create and execute tests without the need for extensive scripting. Tricentis Tosca supports a wide range of technologies and application types, including web, mobile, API, and enterprise applications, facilitating integrated testing processes. The software addresses business challenges related to slow release cycles and high defect rates by automating testing tasks, streamlining test management, and improving test coverage. Features include risk-based testing, test data management, service virtualization, and integration with CI/CD tools, helping organizations enhance software quality and accelerate delivery.

Show More Details
Logo of SmartBear ReadyAPI

SmartBear ReadyAPI

By SmartBear

4.6
(128 Ratings)

ReadyAPI is a unified API testing platform offering a full stack of integrated Functional, Security, Performance, and Virtualization tools that accelerates API Quality so that development teams can simplify how they create, manage, and automate complex end-to-end API tests within their CI/CD pipelines while supporting a vast majority of API protocols (Rest, gRPC, Kafka, GraphQL, and more!)

Show More Details
Logo of OpenText Functional Testing

OpenText Functional Testing

By OpenText

4.3
(110 Ratings)

Micro Focus UFT One accelerates and simplifies end-to-end functional testing with one intelligent solution that builds and automates tests for enterprise apps using embedded AI-based capabilities. QA and testing teams can scale tests across distributed infrastructures and in parallel on web and mobile; script once and replay all tests with cross-browser support; and leverage a broad ecosystem of integrations from version control to continuous integration to agile management. With support of 200+ technologies including SAP, Salesforce, Java, Citrix and more, UFT One increases test coverage from the UI to the API—and everything in between—for true enterprise-grade application testing.

UFT One is part of the UFT family of integrated Functional Testing solutions from Micro Focus, which enables customers to test earlier and faster by combining a breadth of technology with AI-driven capabilities to deliver the speed and resiliency required to achieve automation at scale.

Show More Details
Logo of Parasoft SOAtest

Parasoft SOAtest

By Parasoft

4.7
(85 Ratings)

Parasoft SOAtest is now AI-augmented, streamlining API, web service, and microservice testing with intelligent automation. It enables functional, security, load, and performance testing across distributed systems, with seamless CI/CD integration. AI-powered features include natural language test generation, smart parameterization, and machine learning–driven test impact analysis to optimize execution. The agentic AI assistant helps create and maintain tests without scripting, while Change Advisor automates updates from API schema changes. SOAtest also validates AI-driven systems with non-deterministic outputs and integrates service virtualization to simulate dependencies instantly. Supporting 120+ protocols and message formats, SOAtest improves test coverage, reduces manual effort, and accelerates defect detection across the SDLC.

Show More Details
Logo of Keysight Eggplant Test

Keysight Eggplant Test

By Keysight

4.5
(77 Ratings)

Keysight Eggplant Test is a software designed to automate testing processes for digital products and applications. It enables users to create and execute functional test scripts across various platforms and devices, supporting both user interface and end-to-end testing. The software allows for the automation of repetitive testing tasks, integrates with continuous integration and delivery pipelines, and supports both manual and automated workflows. By simulating real user interactions, it helps identify defects and verify application performance, usability, and quality. The software addresses the need for efficient and thorough testing, aiming to improve software reliability and reduce time-to-market.

Show More Details
Logo of Tricentis TestProject (Legacy)

Tricentis TestProject (Legacy)

By Tricentis

4.8
(77 Ratings)

Tricentis TestProject (Legacy) is a software designed to facilitate automated testing for web, mobile, and API applications. The software provides a collaborative platform that enables teams to create, execute, and manage automated tests without requiring advanced programming skills. It supports multiple scripting languages and integrates with various continuous integration and continuous delivery tools. TestProject includes features such as test recording, parameterization, and test scheduling, which aim to streamline testing workflows. The software addresses business challenges related to test coverage, test maintenance, and team collaboration by centralizing test assets and supporting reusable test components. It is suitable for organizations seeking to enhance software quality through automated testing processes.

Show More Details
Logo of Tricentis qTest

Tricentis qTest

By Tricentis

4
(64 Ratings)

Tricentis qTest is a scalable test management solution that integrates with planning, testing, and DevOps tools, like Jira, Selenium, and Jenkins, giving teams a complete, unified view of testing throughout the software development cycle. It supports Agile, waterfall, or any hybrid methodology, allowing QA and development teams to approach testing strategically and collaboratively, and to release higher quality software faster.

Show More Details
Logo of SmartBear TestComplete

SmartBear TestComplete

By SmartBear

4.3
(54 Ratings)

TestComplete is a test automation tool that helps QA teams automate desktop and web testing with confidence. Built for teams working in on-prem or hybrid environments, it supports automation across both modern and legacy applications. With flexible scripting and low-code options, TestComplete makes it easy for teams of all skill levels to test efficiently. Trusted by organizations in regulated industries, TestComplete delivers the security, reliability, and scalability needed to accelerate release cycles and maintain quality without the risk.

Show More Details
Logo of Testsigma

Testsigma

By Testsigma

4.7
(52 Ratings)

Testsigma is a codeless test automation platform powered by Generative AI, built for enterprise quality engineering teams to streamline and scale their testing efforts. It enables teams to create, execute, and maintain automated tests in plain English using its Natural Language Programming approach, eliminating the need for coding expertise. Testsigma supports end-to-end testing for web, mobile, and desktop applications, Salesforce, APIs, and databases. Enterprise teams can leverage AI-driven test generation to create tests from requirements or user stories, ensuring comprehensive coverage while reducing effort. Self-healing tests adapt to application changes, minimizing maintenance overhead. With integrations across 30+ CI/CD, bug tracking, and project management tools, Testsigma facilitates continuous testing and faster delivery cycles. Extensive coverage across 800+ browser/OS combinations and 2000+ real devices ensures applications are validated in diverse environments.

Show More Details
Logo of Worksoft Connective Automation Platform

Worksoft Connective Automation Platform

By Worksoft

4.1
(52 Ratings)

Worksoft Connective Automation Platform is a software designed to automate end-to-end business process testing across enterprise applications. The software provides capabilities for process discovery, validation, and continuous testing, enabling organizations to identify, record, and verify workflows in complex environments. It integrates with a variety of systems to facilitate testing in applications such as ERP, CRM, and web-based platforms. The platform aims to reduce manual testing efforts, support change management, and enhance quality assurance by providing tools to create, manage, and execute automated test scenarios. Through its automation features, the software addresses the business need for reliable process validation, improved operational efficiency, and reduced risk in software implementations and upgrades.

Show More Details
Logo of Telerik Test Studio

Telerik Test Studio

By Progress Software

4.3
(36 Ratings)

Telerik Test Studio is a software developed to support automated testing for web, desktop, and responsive applications. The software provides functionalities for creating, managing, and executing automated tests for user interfaces without requiring advanced programming knowledge. It features test recording, playback, and editing capabilities, as well as the ability to manage test cases and execute regression, functional, and load tests. The software includes support for integration with continuous integration systems and source control to help streamline the testing process within development workflows. It addresses the business challenge of ensuring software quality and reliability by enabling teams to efficiently identify defects and verify application behavior during the development lifecycle.

Show More Details
Logo of Tricentis Testim

Tricentis Testim

By Tricentis

4.4
(28 Ratings)

Tricentis Testim is a software designed to automate functional testing for web applications. It uses artificial intelligence to accelerate the creation, execution, and maintenance of automated tests. The software supports test creation through user actions recorded directly in the browser and enables users to manage version control and integrate with continuous integration and continuous delivery workflows. Tricentis Testim offers capabilities for managing test cases, analyzing test results, and providing insights into application quality. The software addresses challenges related to manual testing and helps organizations reduce test maintenance efforts while supporting rapid software development and delivery.

Show More Details
Logo of ACCELQ Unified

ACCELQ Unified

By ACCELQ

4.3
(26 Ratings)

ACCELQ Unified is a software designed to automate testing of applications across web, API, mobile, and desktop environments. It provides end-to-end test automation and management capabilities, facilitating the creation, execution, and maintenance of test cases without requiring programming expertise. The software features an AI-driven approach to test case design, allowing teams to rapidly identify and resolve defects through visual workflow modeling and automatic test generation. ACCELQ Unified supports continuous integration and integrates with a variety of DevOps tools, helping organizations address the challenges of test automation in agile and continuous delivery pipelines. The software aims to improve software quality, reduce manual testing efforts, and support rapid release cycles by offering centralized test management, reusable assets, and traceability of test cases throughout the development lifecycle.

Show More Details
Logo of Perfecto Platform

Perfecto Platform

By Perforce

4.5
(26 Ratings)

Perfecto is an AI-powered test automation platform for functional testing of web, mobile, and desktop apps. It supports script-based and scriptless testing, real-device and cross-browser coverage, and parallel execution. With AI-driven test creation, self-healing, and root cause analysis, Perfecto streamlines testing and maintenance. Perfecto also offers accessibility validation, visual testing, and CI/CD integrations for enterprise-scale teams needing efficiency and app quality.

Show More Details
Logo of UiPath Test Suite

UiPath Test Suite

By UiPath

4.6
(26 Ratings)

UiPath Test Suite is a software designed to enable automated testing for robotic process automation workflows and applications. It integrates testing capabilities into the automation development lifecycle, providing tools for authoring, managing, and executing test cases for both UiPath automations and other software systems. The software supports test management, facilitates continuous testing, and offers compatibility with various source control, CI/CD platforms, and reporting tools. By automating test creation and execution, it aims to improve software reliability and reduce manual testing effort, helping organizations validate business processes and application changes efficiently.

Show More Details
Logo of Copado Robotic Testing

Copado Robotic Testing

By Copado

4.3
(25 Ratings)

Copado Robotic Testing is a software designed to automate the testing processes for Salesforce applications and other web platforms. The software provides tools for functional and regression testing that support continuous integration and delivery workflows. It enables organizations to create, manage, and execute automated test cases, helping to increase test coverage and identify defects before deployment. Copado Robotic Testing integrates with version control systems and supports parallel test execution, aiming to reduce manual effort and enhance the reliability of releases. The software addresses business needs related to quality assurance by streamlining the validation of software changes, reducing risks associated with new deployments, and supporting compliance requirements.

Show More Details

Features of AI-Augmented Software Testing Tools

Updated October 2025

Mandatory Features:

  • Enterprise administration: Support for single sign-on (SSO), role-based access control (RBAC), multifactor authentication (MFA), centralized user management, and the ability to support a large number of users and transactions as the organization grows.

  • Team collaboration: Support for the visualization of testing workflows, a built-in knowledge base supporting the sharing of information and best practices and real-time communication through integrated chat or messaging interfaces. These capabilities can be either built into the tool or offered via seamless integrations with the customer’s existing platform.

  • Conversational user interfaces: Support for natural language and prompt-based interactions for the purpose of fulfilling a request, such as asking questions, creating test artifacts or completing a task.

  • GenAI for test development: Support for generative AI (GenAI) and large language models (LLMs) that can automatically generate a set of test artifacts, including test plans, test cases and test automation scripts. Data sources for training these models typically include large repositories of original source content such as technical documentation, requirements documents, code repositories, test descriptions or log files of real user interactions. Additional capabilities include providing suggestions for improving existing artifacts.

  • Integrations: Support for integrations with DevOps platforms, planning tools, version control systems, data and infrastructure platforms, reporting tools and container tools for efficient regression testing and testing across environments.

  • Self-healing for test scripts: Automatic root cause analysis for failed test cases and recommendation of a fix (minimum capability) or automatic refactoring of the test case to fix the issue.

  • Native automated UI, API and visual testing capabilities: Support for automated testing of web and native mobile applications through the UI, the API and services interfaces via integrated, native capabilities. These capabilities also support visual testing capabilities that highlight crucial changes to an application’s layout and/or content that breaks the user experience.

Gartner Research

Magic Quadrant for AI-Augmented Software Testing Tools
Critical Capabilities for AI-Augmented Software Testing Tools

Top Trending Products

BrowserStackVirtuosoF5 Distributed Cloud Web App ScanningTricentis qTestTestMu AICopado Robotic TestingKatalonUiPath Test SuiteTricentis ToscaParasoft SOAtest

Popular Product Comparisons

Katalon vs Tricentis ToscaKatalon vs MablKatalon vs Tricentis NeoLoadFunctionize vs KatalonKatalon vs SquishAppvance IQ vs Katalon

Gartner Peer Insights content consists of the opinions of individual end users based on their own experiences, and should not be construed as statements of fact, nor do they represent the views of Gartner or its affiliates. Gartner does not endorse any vendor, product or service depicted in this content nor makes any warranties, expressed or implied, with respect to this content, about its accuracy or completeness, including any warranties of merchantability or fitness for a particular purpose.

This site is protected by hCaptcha and its Privacy Policy and Terms of Use apply.


Software reviews and ratings for EMMS, BI, CRM, MDM, analytics, security and other platforms - Peer Insights by Gartner
Community GuidelinesListing GuidelinesBrowse VendorsRules of EngagementFAQsPrivacyTerms of Use

©2026 Gartner, Inc. and/or its affiliates.

All rights reserved.