TestResults vs. ContextQA

TestResults is an enterprise software test automation platform that uses computer vision and deep learning to interact with applications like a human user - by looking at the screen, not by reading code or hidden element IDs. Unlike traditional test automation tools relying on object identifiers, XPath selectors, or API hooks, TestResults uses a locally deployed AI model to visually recognize UI elements and understand their context. This means tests remain stable even when the underlying code, element IDs, or UI layout change between releases. Who is it for?

ContextQA helps software teams create, run and maintain tests for web, mobile, API and enterprise applications. Teams can describe a workflow in plain language, run it against their application, and inspect the available screenshots, recordings and logs to understand the result. ContextQA MCP brings test authoring, execution and investigation into compatible AI assistants. ContextAI is the separate offering for evaluating text and voice agents using scenarios, personas and scoring criteria. Product access and features depend on the selected workspace and plan.