--- title: Panaya Smart Testing and Change Intelligence Reviews meta_title: 'Panaya Smart Testing and Change Intelligence Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 541 reviews by the users' company size, role or industry to find out how Panaya Smart Testing and Change Intelligence works for a business like yours. aggregate_rating: rating_value: 4.5 review_count: 541 scale: '5' date_modified: '2026-08-09' parent_category: name: Generative AI url: https://www.g2.com/categories/generative-ai --- # Panaya Smart Testing and Change Intelligence Reviews **Vendor:** Panaya LTD **Category:** [AI Software Testing Tools](https://www.g2.com/categories/ai-software-testing-tools) **Average Rating:** 4.5/5.0 **Total Reviews:** 541 ## About Panaya Smart Testing and Change Intelligence 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. ## Panaya Smart Testing and Change Intelligence Pros & Cons **What users like:** - Users find Panaya Smart Testing and Change Intelligence to be quite **user-friendly** , facilitating easy navigation and organization. (54 reviews) - Users value the **efficient testing capabilities** of Panaya, significantly streamlining their testing processes during complex migrations. (45 reviews) - Users value the **time-saving capabilities** of Panaya Smart Testing, enhancing efficiency in testing and migration processes. (30 reviews) - Users value the **automation features** of Panaya Smart Testing, enhancing efficiency and simplifying user training processes. (25 reviews) - Users appreciate the **responsive support** and intuitive platform of Panaya Smart Testing and Change Intelligence for effective collaboration. (20 reviews) - Users value the **intuitive user interface** of Panaya Smart Testing, facilitating easy implementation and seamless integration. (20 reviews) - Intuitive (19 reviews) - Users value the **responsive customer support** of Panaya Smart Testing, ensuring quick assistance whenever needed. (18 reviews) - Users value the **efficient tracking and management** features of Panaya, which improve workflow and communication significantly. (17 reviews) - Functionality (16 reviews) **What users dislike:** - Users face **testing difficulties** with data management, unable to delete tests or unused fields, complicating the process. (16 reviews) - Users find the **learning curve steep** , requiring time and documentation to navigate effectively before full utilization. (13 reviews) - Users report **slow performance** in Panaya, particularly in Citrix and when recording videos, limiting efficiency. (13 reviews) - Users note some **missing features** , like improved recording options and easier evidence access, hindering efficiency in testing. (11 reviews) - Users report **recording issues** with Panaya Smart Testing, facing delays and errors in functionality that disrupt the experience. (11 reviews) - Insufficient Information (10 reviews) - Setup Difficulty (9 reviews) - User Difficulty (8 reviews) - Difficult Setup (7 reviews) - Automation Issues (6 reviews) ## Panaya Smart Testing and Change Intelligence Reviews ### 1. Intuitive Tool That Streamlines Testing Processes Effortlessly **Rating:** 5.0/5.0 stars **Reviewed by:** Bruno B. | Global Hub Operations Subject Matter Expert, Enterprise (> 1000 emp.) **Reviewed Date:** December 04, 2025 **What do you like best about Panaya Smart Testing and Change Intelligence?** This tool is highly intuitive and easy to learn. I was able to become proficient with it quickly, which made our data validation, UAT, and Dress Rehearsal processes much smoother. I had other system migrations before where testing was followed via excel... this is a huge step forward to increase productivity and efficiency. **What do you dislike about Panaya Smart Testing and Change Intelligence?** I really liked the tool, and I have to think hard to find anything I dislike. One suggestion I have is that when I mark a test as Failed and it is waiting for the technical team to review, it would be helpful if I could remain listed as the "current tester." Otherwise, the test disappears from my inbox until the defects are resolved and closed. Also asking for verification so frequently. **What problems is Panaya Smart Testing and Change Intelligence solving and how is that benefiting you?** This tool has greatly helped to streamline our testing processes by allowing us to leave evidence, maintain continuity, and keep stakeholders informed through notifications. It brings together all the necessary information and resources in a single location, making it accessible to everyone at the same time. Previously, I was involved in testing activities using Excel sheets, and the difference is remarkable—the two approaches are not even comparable. The benefits in time savings, resource optimization, and work quality are really valuable. ### 2. Panaya's Automation Tool **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Manufacturing | Enterprise (> 1000 emp.) **Reviewed Date:** July 30, 2023 **What do you like best about Panaya Smart Testing and Change Intelligence?** We have been using Panaya's Automation tool since the beginning of the 2025 and highly recommend it. We use tool almost on a daily basis. It is a fairly easy tool to learn and use. Panaya has a new release on a monthly basis and is good about adding innovative features. The tool has been fairly easy to implement, and it integrates well with our different systems. Also, they are great about listen to customer's suggestions for new features and delivering them quickly. Any issues we have encountered with the tool, Panaya's support team has been quick to respond with different solutions to try out. Shout out to Panaya and their support team! **What do you dislike about Panaya Smart Testing and Change Intelligence?** This is a praise and a dislike at the same time. Panaya is very good about putting out new releases on a monthly basis with a lot of new helpful features. However, the constant changes can be hard to keep up with and can cause some rework on previously created automated test scripts. **What problems is Panaya Smart Testing and Change Intelligence solving and how is that benefiting you?** It is letting us know possible issues that might be associated with changes we are transporting into our SAP environment and a quick way to troubleshoot issues that pop up. Also, the Automation Tool is helping us build out a automated test script library to help with speeding up the testing process and free up resources. ### 3. Great for SAP Users, But Requires Learning Curve **Rating:** 4.0/5.0 stars **Reviewed by:** Ioannis S. **Reviewed Date:** December 10, 2025 **What do you like best about Panaya Smart Testing and Change Intelligence?** I like how Panaya Smart Testing and Change Intelligence allows me to solve problems by using specific values on tables to enter numbers and choose rows. The ability to select or choose XPath and locators stands out for me. I also enjoy learning how to take HTML code and use it in AI, converting it into executable code, even if it is a bit challenging for my skills. The best part is being able to choose and edit what I need on a table, making it easier to teach users how to use Fiori and applications on SAP. **What do you dislike about Panaya Smart Testing and Change Intelligence?** I find many click and recording problems. Users need to have experience in Panaya to understand why it sometimes can't be productive. Initially, I had issues that I solved with Panaya support. Also, some clicks on SAP and some keyboard shortcuts could be improved. I think users need better manuals to learn and improve themselves. The initial setup was not easy because I was an external user and was waiting to get VPN access, install the agent, and script builder. Emails, passwords, and the process of connecting SAP and all of them were a problem. **What problems is Panaya Smart Testing and Change Intelligence solving and how is that benefiting you?** I convert manuals and UAT tests on Panaya Smart Testing and Change Intelligence, making it easier to teach users how to use the Fiori applications on SAP. ### 4. User-Friendly Testing with Insightful Reporting **Rating:** 5.0/5.0 stars **Reviewed by:** Magdalena Lena C. | Business Systems Specialist BPO S/4 Hana Project **Reviewed Date:** December 04, 2025 **What do you like best about Panaya Smart Testing and Change Intelligence?** I find Panaya Smart Testing and Change Intelligence indispensable for managing testing processes efficiently. I love using its reports to manage projects effectively; these reports can be tailored to my needs, making it incredibly useful for presenting status updates and management presentations. The different selection criteria in the reports allow me to filter testing progress by specific groups, functions, entities, or individuals, ensuring a comprehensive understanding of each testing cycle. I also appreciate the system's flexibility in checking defect statuses and monitoring the different stages of testing. Additionally, Panaya Smart Testing and Change Intelligence provides a good structure for testing preparation and keeps me updated with essential details like testing progress, potential bugs, and outstanding steps. The platform is user-friendly and easy to manage, which enhances my ability to plan and organize workloads efficiently. I'm so satisfied with it that I give it a rating of 10 out of 10 for recommending it to colleagues. **What do you dislike about Panaya Smart Testing and Change Intelligence?** I find the defect statuses lacking, as there is currently no 'in progress' status available. Managing team absences within Panaya is also challenging—if a tester is off and their absence is recorded in Panaya's calendar, the test steps should automatically be assigned to a backup person, but this functionality is missing. Additionally, I would appreciate the ability to purchase licenses on a per-project basis, as it would help us better understand the real costs associated with each project. **What problems is Panaya Smart Testing and Change Intelligence solving and how is that benefiting you?** I use Panaya Smart Testing and Change Intelligence to organize testing cycles and track progress through detailed reports, which streamline management and planning. It provides structured testing protocols, updates on progress, potential bugs, and user status, helping me manage workloads effectively and present updates to management. ### 5. Efficient Testing with Custom Challenges **Rating:** 4.0/5.0 stars **Reviewed by:** Susan K. **Reviewed Date:** January 20, 2026 **What do you like best about Panaya Smart Testing and Change Intelligence?** I like that Panaya Smart Testing and Change Intelligence captures the evidence automatically. It's easy to copy tests from one project to another. **What do you dislike about Panaya Smart Testing and Change Intelligence?** Some sections of the test are harder to update, especially when dealing with a large number of requirements. The data tab is a little tricky to use and not easy to copy and paste information into, which led us to find a workaround by creating custom fields, which works better. **What problems is Panaya Smart Testing and Change Intelligence solving and how is that benefiting you?** Panaya Smart Testing and Change Intelligence is a huge time saver for collecting evidence and managing handoffs between testers. It lets us build an extensive test archive for reuse in future projects. Automatic evidence capture and easy test copying really streamline our work. ### 6. Friendly Platform that Improves Test and Change Management **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Oil & Energy | Enterprise (> 1000 emp.) **Reviewed Date:** February 14, 2024 **What do you like best about Panaya Smart Testing and Change Intelligence?** I admire the user-friendly environment of Panaya Smart Testing and Change Intelligence, which turns test management into an intuitive and simple process. The platform not only facilitates automation through script creation and bulk uploads, but also supports massive changes and allows for the recording of evidence. This professional environment helps me manage tests and users efficiently. I also greatly appreciate the continuous growth of the applications, which suggests an ability to constantly adapt and improve with the users' needs. **What do you dislike about Panaya Smart Testing and Change Intelligence?** Its environment could be improved via API for linking data created with other tools, such as reporting or artificial intelligence tools. **What problems is Panaya Smart Testing and Change Intelligence solving and how is that benefiting you?** I use Panaya Smart Testing and Change Intelligence to manage SAP testing, automate scripts, and efficiently manage changes, improving collaboration with a professional and friendly environment. ### 7. PANAYA , a smart way to manage your tasks. **Rating:** 5.0/5.0 stars **Reviewed by:** Avinash G. | Analyst, Enterprise (> 1000 emp.) **Reviewed Date:** June 23, 2025 **What do you like best about Panaya Smart Testing and Change Intelligence?** Using PANAYA since while, it's easy to track assigned tasks, step status, action pending with whome and alongside defects raised for concern steps. It's all at same place, really convenient. **What do you dislike about Panaya Smart Testing and Change Intelligence?** Sometimes it's very tiring to view evidence in tests or tasks, like everytime we have to download it to see, also if we can download all evidence from perticular test script in zip file it will be helpful. **What problems is Panaya Smart Testing and Change Intelligence solving and how is that benefiting you?** It's helpful in managing test progress monitoring also for quick summary of ongoing task for me and my team. ### 8. Panaya Tool Experience and Feedback **Rating:** 4.0/5.0 stars **Reviewed by:** Ganesh G. | SAP Consultant, Enterprise (> 1000 emp.) **Reviewed Date:** March 24, 2025 **What do you like best about Panaya Smart Testing and Change Intelligence?** Me and My Team is Using Panaya from Last couple of months to Do Automation Of SAP ERP transactions and Business Processes. Panaya is very good tool and Easy to use and easy to learn, we are recording the Script of SAP Transaction and business process from SAP GUI and web based fiori application as part of automation Process. it has Agent Testing also with which we can test recorded Script on Server **What do you dislike about Panaya Smart Testing and Change Intelligence?** Panaya is New tool, and Panaya team is proactively Improving the Tool to co-operate with complex business Scenario. I faced some issue while testing and recording the Script but after raising Support ticket in Troubleshooting mode, Panaya team fixed that issue in very next update of there Tool or Software. also still there are some issue, but I am sure they will definitely fix those issue in upcoming updates. **What problems is Panaya Smart Testing and Change Intelligence solving and how is that benefiting you?** Panaya is automating complex business scenario's of ERP by providing them a tool which automates there day to day transactions. with the Panaya automation they can automate there activities in ERP and focus on other business aspects which will improve there productivity towards the business. ### 9. Effortless Defect Tracking and Organized Test Scripts **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Farming | Enterprise (> 1000 emp.) **Reviewed Date:** December 03, 2025 **What do you like best about Panaya Smart Testing and Change Intelligence?** That the test scripts can have their own steps and the related defects are also easily found. No additional tracker is needed for that. **What do you dislike about Panaya Smart Testing and Change Intelligence?** I could not find an option to restart the test and handle the steps separately from the first try. **What problems is Panaya Smart Testing and Change Intelligence solving and how is that benefiting you?** I am not sure I understand the question, but if you want to know about the benefits - previously in projects we worked with excel tables. One tracker for the test details. Another tracker for the defects, and sometimes another tracker (yes, a new one) for defects shared with the relevant departments. Panaya makes it easier, one place, one 'tracker'. ### 10. Step Recording with Screenshots Makes Process Sharing Easy **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Electrical/Electronic Manufacturing | Mid-Market (51-1000 emp.) **Reviewed Date:** February 04, 2026 **What do you like best about Panaya Smart Testing and Change Intelligence?** I like that it records the steps and includes screenshots, so others who aren’t familiar with our processes can follow along and do their own testing. **What do you dislike about Panaya Smart Testing and Change Intelligence?** At times, the recorder doesn’t open. It also slows down testing because there’s noticeable lag during recording. **What problems is Panaya Smart Testing and Change Intelligence solving and how is that benefiting you?** It helps us by recording test scenarios whenever we make changes to the programs, so we can keep track of what was tested and stay consistent during updates. ### 11. on Site Manager **Rating:** 4.5/5.0 stars **Reviewed by:** Anil A. | Enterprise Customer Success Manager ( Oracle ERP), Mid-Market (51-1000 emp.) **Reviewed Date:** December 16, 2024 **What do you like best about Panaya Smart Testing and Change Intelligence?** Ease of use and introduction of Automation to current suite **What do you dislike about Panaya Smart Testing and Change Intelligence?** ease of use, metrics, Dashboards, Defect management and measuring team progress in the cloud **What problems is Panaya Smart Testing and Change Intelligence solving and how is that benefiting you?** Saving lot of time with evidence capture and easy to resolve defects without much fuss. ### 12. Panaya Smart Testing and change Intelligence is an easy to use and Smart platform. **Rating:** 4.0/5.0 stars **Reviewed by:** Céline B. | Finance Transformation Office Manager, Enterprise (> 1000 emp.) **Reviewed Date:** March 12, 2025 **What do you like best about Panaya Smart Testing and Change Intelligence?** I am not an end user of Panaya SMart Testing and Change Intelligence but as an Administrator (a test creator), I appreciate how easy it is to load the testing files in Panaya. I think the synthesis view/charts of the Project progress / status is also really usefull for the project managers. Our PANAYA main contact is really reactive and easy to contact. It is a pleasure to work with him. **What do you dislike about Panaya Smart Testing and Change Intelligence?** The fact that there are so many fields not used (that cannot be hidden) displayed in the test part. The fact that users cannot be permanently "deleted" to be GDPR compliant. **What problems is Panaya Smart Testing and Change Intelligence solving and how is that benefiting you?** Allow to follow-up User Acceptance Tests phases for our ERP/Saas Application tests. Allow us to have a repository of frequently used regression tests cases to perform the same tests each time it is required. ### 13. Panaya has great potential as an automated testing tool for testing functionalities & documentation. **Rating:** 4.0/5.0 stars **Reviewed by:** AKSHAY K. | Validation Consultant, Enterprise (> 1000 emp.) **Reviewed Date:** February 10, 2025 **What do you like best about Panaya Smart Testing and Change Intelligence?** With the right approach, wherein more emphasis is given on planning a given task/test, Panaya exponentially reduces time and effort during execution. For me, planning phase involves script creation/correction, dataset preparation and covering other necessary pre-requisites for a given test case. Panaya also offers the Run & Document functionality - to capture additional relevant evidence. **What do you dislike about Panaya Smart Testing and Change Intelligence?** Panaya does fall short in covering the ERES requirements (from EU Annex 11, USFDA, etc.) to accomodate multiple authors, reviewers, testers, approvers for a given test case. Test scenarios do involve multiple stakeholders - Developer/Author, Tester, Reviewer, QA, etc. And for timestamp in generated evidence. There are few scripting implementations related to SAP GUI in case of custom developed programs in SAP. Detailed documentation / training for technical individuals / developers (i.e., SAP ABAPers) would really help organizations using SAP. **What problems is Panaya Smart Testing and Change Intelligence solving and how is that benefiting you?** Panaya's automation (i.e., quick run) considerably reduces the time and effort required for capturing and documenting evidence. For regulated industries, which are periodically audited (e.g., Pharmaceutical), documentation requires a lot of time and effort. One can run the same test case over and over again with different datasets. This is beneficial for agile development models to run basic checks and capturing evidence parallely. ### 14. Panaya Testing was very challenging to operate and frustrating to navigate through. **Rating:** 4.0/5.0 stars **Reviewed by:** Traci H. | Collections Supervisor, Enterprise (> 1000 emp.) **Reviewed Date:** December 04, 2024 **What do you like best about Panaya Smart Testing and Change Intelligence?** I believe Panaya is a useful tool. I believe my experience was more negatively affected by horrendous test creations, and errors, and data issues provided by the SAP developers. **What do you dislike about Panaya Smart Testing and Change Intelligence?** The downsides of Panaya are the uneasiness of the navigation with the product. There were countless times when I would lose all of my data entries when creating defects, simply because I accidentally clicked my mouse outside of the browser window with which I was logging a new defect. Clicking anywhere outside of the pop-up window would promt the window to close and all inputted information to be lost. I used Panaya for more than 200 tests and logged close to 100 defects and this issue was frequent. **What problems is Panaya Smart Testing and Change Intelligence solving and how is that benefiting you?** Panaya Testing was not as efficient as it could have been or designed to be, mostly due to the poor testing scripts provided by SAP/Accenture teams. ### 15. Easy and intuitive way to manage testing **Rating:** 4.5/5.0 stars **Reviewed by:** Emily B. | Bilingual HRIS Coordinator, Enterprise (> 1000 emp.) **Reviewed Date:** December 03, 2024 **What do you like best about Panaya Smart Testing and Change Intelligence?** Enjoy the ability to assign tasks, view testing task tree, view results. Easy to use and navigate, good functionality **What do you dislike about Panaya Smart Testing and Change Intelligence?** If a mistake is made, can't delete/archive testing done (pass/fail) or change evidence uploaded easily. Must retest a second time, no option to void/ignore the original test. **What problems is Panaya Smart Testing and Change Intelligence solving and how is that benefiting you?** UAT testing for moving to a cloud managed database ### 16. Strong test tool **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Mining & Metals | Enterprise (> 1000 emp.) **Reviewed Date:** August 14, 2024 **What do you like best about Panaya Smart Testing and Change Intelligence?** Very user-friendly tool, compared to classical tools like HPALM/QC. Seems like test automation tooling is very plug & play as well, easy to mobilize on. **What do you dislike about Panaya Smart Testing and Change Intelligence?** The test recorder is not always installing very easily, but this a minor point. **What problems is Panaya Smart Testing and Change Intelligence solving and how is that benefiting you?** Structured test plan, defect follow-up and dashboarding to drive efficiency ## Panaya Smart Testing and Change Intelligence Discussions - [why is the recording only on one screen of sap and not all windows?](https://www.g2.com/discussions/why-is-the-recording-only-on-one-screen-of-sap-and-not-all-windows) - 1 comment, 2 upvotes - [How can Panaya help with populating screen values automatically for business scenario testing?](https://www.g2.com/discussions/47358-how-can-panaya-help-with-populating-screen-values-automatically-for-business-scenario-testing) - 1 comment, 2 upvotes - [How to you track defects the most efficiently ?](https://www.g2.com/discussions/33323-how-to-you-track-defects-the-most-efficiently) - 1 comment, 2 upvotes - [How do I know all the knowledge material of panaya? What is the best way to study it?](https://www.g2.com/discussions/panaya-change-intelligence-how-do-i-know-all-the-knowledge-material-of-panaya-what-is-the-best-way-to-study-it) - 1 comment, 1 upvote - [Are there links/ tutorials for](https://www.g2.com/discussions/are-there-links-tutorials-for) - 1 comment, 1 upvote - [View Panaya Smart Testing and Change Intelligence pricing details and edition comparison](https://www.g2.com/products/panaya-smart-testing-and-change-intelligence/reviews?filters%5Bsentiment_snippet%5D=1315599&qs=pros-and-cons§ion=pricing&secure%5Bexpires_at%5D=2026-08-14+16%3A28%3A54+-0500&secure%5Bsession_id%5D=65d044a9-af1c-4e75-abd8-674dd4618384&secure%5Btoken%5D=7cb14f023f0864ebe6746277bb4667814f5a6087d0d68e7cbfb0dcb679899243&format=llm_user) ## Panaya Smart Testing and Change Intelligence Integrations - [Agentforce Sales (formerly Salesforce Sales Cloud)](https://www.g2.com/products/agentforce-sales-formerly-salesforce-sales-cloud/reviews) - [Agentforce Service (formerly Salesforce Service Cloud)](https://www.g2.com/products/agentforce-service-formerly-salesforce-service-cloud/reviews) - 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Real-Time Data - Third-Party Integrations - Mobile App - Multiple Data Sources - For Sales Teams/Organizations - Sentiment Analysis - Activity Dashboard - Chatbot - Workflow Automation **Additional Functionality** - Approval Workflow - Data Import/Export - Vulnerability Scanning - Collaboration Tools - Real-Time Data - Risk Management - Production Cost Tracking - Inventory Control - Estimating - Barcode/Ticket Scanning - Parts Management - Bill of Material Analysis - Barcoding/RFID - Work Order Management - Quality Control - Forecasting - Generative AI - Production Management - AI Copilot - Data Catalog - Third-Party Integration - Reporting & Statistics - Cost Tracking - Single-level BOM - Document Management - Multi-level BOM - Search/Filter - Change Management - Price and Cost Calculations - Vulnerability Assessment - Activity Dashboard - Product Data Management - Compliance Management - API - Audit Trail - Item Management - Purchase Order Management - Customizable Fields - Multi-Currency - Requirements Management - BOM Creation - Components Tracking - Multi-Location - Threat Intelligence - Real-Time Reporting - Inventory Tracking - Real-Time Analytics - Shipping Management - Supply Chain Management - Planning Tools - Workflow Management - Bills of Material - Accounting Integration - Quotes/Estimates - Order Management - Automated Scheduling - Accounting - Inventory Management - Safety Management - Reporting/Analytics - Job Costing - Quality Management - Sales Order Management - Distribution Management - Production Scheduling - Multi-Channel Management - Financial Management - Supplier Management - Maintenance Management - Production Tracking - Status Tracking - Warehouse Management - Traceability - Monitoring - Billing & Invoicing - Inventory Optimization - Project Management - Real-Time Monitoring - Corrective and Preventive Actions (CAPA) - Data Visualization - Statistical Analysis - Performance Metrics - Job Management - Customization - Statistical Process Control - Real-Time Notifications - For Manufacturers - Point-of-Production Analysis - Data Management - Data Linking - Customizable Reports - OPC Data Collection - Data Entry - Scheduling - Data Capture and Transfer - Secure Data Storage - Trend Analysis - Defect Tracking - Third-Party Integrations - Regulatory Compliance - Visual Analytics **Additional Functionality** - Code Generation - Text to Image - Generative AI - API - Natural Language Processing - Virtual Characters and Avatars - Content Generation - Personalization and Recommendation - Conditional Generation - Transformer Model - Automated Image & Video Editing - Interactive and Co-Creative Systems - Text Summarization - Data Augmentation - Variation Autoencoder Models - Adversarial Training - Transfer Learning and Fine-tuning - Simulation and Scenario Generation - Creative Design - AI Copilot - Prompt Engineering - Foundation Model **Functionality** - Test Repository - Integration - Test Diversity **Functionality ** - Test Feedback - Test History - Customization - Test Variety **Agentic AI - Software Testing** - Autonomous Task Execution - Natural Language Interaction - Proactive Assistance **Agentic AI - SAP Store** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Proactive Assistance **AI Test Generation & Authoring** - UI-Based Test Generation - Natural Language Test Creation - Test Coverage Suggestions **Management** - Reporting - Version Control - Scaling **Automation** - Organization - Reliability - Thoroughness **Test Maintenance & Resilience ** - Self-healing - Dynamic Element Locators - AI-Powered Test Maintenance **Additional Functionality** - Commenting/Notes - Approval Workflow - Drag & Drop - Task Management - Generative AI - Test Case Management - Quality Assurance - Risk Management - Access Controls/Permissions - Testing Scripts - Templates - Customizable Fields - Data Import/Export - Collaboration Tools - Audit Trail - Issue Tracking - Automated Testing - Traceability - Prioritization - Alerts/Notifications - Single Sign On - Milestone Tracking - Activity Dashboard - AI Copilot - Reporting/Analytics - Repository Management - Multiple Test Types - Requirements Management - Parameterized Testing - Test Run Tracking - Defect Tracking - Screen Capture **Agentic AI - Automation Testing** - Autonomous Task Execution - Natural Language Interaction - Proactive Assistance - Supports Parallel Execution **Execution & Analytics** - Intelligent Reporting - Visual Anomaly Detection - Root Cause Analysis **Additional Functionality** - Assessment Management - Reporting & Statistics - Security Testing - Parameterized Testing - Data Visualization - Data Import/Export - AI Copilot - API - Unicode Compliance - Monitoring - Performance Management - Real-Time Reporting - Issue Tracking - Performance Testing - Bug Tracking - Compliance Management - Move & Copy - Requirements Management - Hierarchical View - User Management - Software Testing Management - Model-Based Testing - Activity Dashboard - Issue Management - Quality Assurance - Version Control - Activity Tracking - Data Extraction - Static Analysis - Requirements-Based Testing - Real-Time Monitoring - Customizable Reports - A/B Testing - Alerts/Notifications - Action-Word Testing - Test Script Reviews - Data Storage Management - Workflow Management - Generative AI - Collaboration Tools - Drag & Drop ## Top Panaya Smart Testing and Change Intelligence Alternatives - [Tricentis Tosca](https://www.g2.com/products/tricentis-tosca/reviews) - 4.3/5.0 (62 reviews) - [TestRail](https://www.g2.com/products/testrail/reviews) - 4.4/5.0 (592 reviews) - [BrowserStack](https://www.g2.com/products/browserstack/reviews) - 4.4/5.0 (3,322 reviews)