The cloud platform team is responsible for building the assets and testing quality whereas the CBO might collect feedback and use cases to help weigh in on gaps or help with procurement of a development platform that enables L0 support. Level one (L1): basic help desk support. This level involves basic support provided by help desk personnel from the cloud service provider. They handle simple issues like password resets and general inquiries.

(Rahul Murudkar, vice president and global head of integration portfolio, Capgemini) Implement a means of parallel testing for model upgrades. With traditional software, the expectation is that an upgrade does not worsen a feature. But the unpredictable nature of LLMs means that they can have unpredictable downgrades in some use cases even if they are overall improved for most use cases. This requires a means for parallel testing the quality across multiple LLM versions.

OpenText Core Software Delivery Platform Functional Testing 25.3 Panaya. AI-Powered Smart Testing and Change Intelligence Platform Parasoft. Parasoft Continuous Quality Testing Platform 2025.2 Perforce Software. Perfecto Qyrus. Qyrus SmartBear. TestComplete, Reflect, Zephyr, and QMetry Tricentis. Tricentis Quality Engineering Platform UiPath. UiPath Test Cloud Evaluation Overview We evaluated vendors against three categories: Current offering.

They note the need for better communication and testing quality during complex programs. Forrester’s take. Infosys is a strong choice for enterprises seeking AI-driven Microsoft Business Applications transformations with deep ERP and CRM expertise and structured Copilot adoption at global scale. View Infosys’ detailed scorecard.

The percentages were: 48% personalization and 47% customer segmentation, which are campaign management strategies; 35% offer testing, 34% content testing, 26% frequency optimization, and 20% subject-line testing, which fall under the testing category; 33% real-time content, 27% dynamic content, and 21% triggered messages, which fall under contextual targeting; and 27% surveys, 23% polls, 23% video, and 19% AMP for email, which fall under in-email interactivity.

of customer e-portal, 31%; consistent service performance (SLAs), 30%; vendor’s leadership in emerging technologies, 27%; vendor’s financial stability and viability, 26%; quality of customer references, 24%; ability to purchase mobile services in the same contract, 22%; don’t know, 1%; none of these, 1%.

Software developers, software quality assurance analysts, and testers are more likely to be displaced by genAI — in particular, jobs that have a high probability of automation and have a high genAI influence are more likely to be displaced (see Figure 4).

Other notable areas include dynamic application security testing (26%), infrastructure-as-code security (23%), DDoS protection (23%), software composition analysis (22%), and application threat modeling tools (22%). This graphic has an associated spreadsheet that includes all data presented. Please access the spreadsheet for details.

When testing solutions with vendors, insist on using real, representative data. Evaluate the solution’s capacity, speed, usability, and efficiency as well as its output quality. Find out how much work is involved in providing context for different workflows, and whether you can do that internally or require external services. Renegotiate pricing.

approaches Knowledge of A/B testing and feature flags Familiarity with packaging apps for delivery in app stores Ability to evaluate AI and do quality measurement Behaviors Has superior analytical skills with a strong creative problem-solving attitude Is a self-starter with enthusiasm to learn new technology Works well in a team environment Uses AI tools to improve velocity while maintaining quality and security Able to multitask, including working with multiple simultaneous AI agents Has a high