Use Cases # Computer-Using Agents for Mobile Testing Turn test intent into mobile automation in minutes. Describe the user flow. The agent handles the rest. [Book a Demo](https://www.loadmill.com/book-a-demo) [Try it out](https://www.loadmill.com/mobile-testing-agent) AI Agent 10x Faster Delivering one workflow for convergence and scale at: %20--%3e%3csvg%20version=%271.0%27%20id=%27Layer_1%27%20xmlns=%27http://www.w3.org/2000/svg%27%20xmlns:xlink=%27http://www.w3.org/1999/xlink%27%20x=%270px%27%20y=%270px%27%20viewBox=%270%200%20105%2045.5%27%20enable-background=%27new%200%200%20105%2045.5%27%20xml:space=%27preserve%27%3e%3cpath%20fill-rule=%27evenodd%27%20clip-rule=%27evenodd%27%20d=%27M64.1,25.3c0.5,0.7,0.8,1.5,0.8,2.5c0,1.7-0.6,3-1.7,3.9c-1.1,0.9-2.6,1.3-4.4,1.3%20H51V15.8h7c1.9,0,3.3,0.4,4.4,1.2c1,0.8,1.6,2,1.6,3.6c0,1.3-0.7,2.4-2,3.2C62.9,24.1,63.6,24.6,64.1,25.3z%20M55,22.6h3.2%20c0.4,0,0.8-0.1,1.2-0.4c0.3-0.3,0.5-0.7,0.5-1.2c0-1.2-0.6-1.9-1.9-1.9h-3V22.6z%20M60.1,29.3c0.4-0.3,0.7-0.9,0.7-1.7%20c0-0.7-0.2-1.2-0.7-1.6c-0.4-0.3-1-0.5-1.7-0.5H55v4.2h3.4C59.1,29.8,59.6,29.7,60.1,29.3z%27/%3e%3cpath%20fill-rule=%27evenodd%27%20clip-rule=%27evenodd%27%20d=%27M66.3,18.6h4.2v-3.1h-4.2V18.6z%20M66.4,20.6h4.1l0,13.3h-4.1V20.6z%27/%3e%3cpath%20fill-rule=%27evenodd%27%20clip-rule=%27evenodd%27%20d=%27M83,20.7c1,0.6,1.5,1.5,1.5,2.7v10.4c0,1.9-0.6,3.3-1.7,4.3%20c-1.1,1-2.7,1.5-4.8,1.5c-1.1,0-2-0.1-2.8-0.2c-0.8-0.2-1.4-0.4-1.9-0.6v-3.5c0.5,0.2,1.2,0.5,2.1,0.7c0.9,0.2,1.7,0.3,2.5,0.3%20c1.1,0,1.9-0.2,2.3-0.7c0.4-0.5,0.7-1.1,0.7-1.9v-0.8c-0.9,0.8-1.9,1.2-3.2,1.2c-1.8-0.1-3.2-0.7-4.2-1.8c-1-1.1-1.5-2.7-1.5-4.9%20c0-2.8,0.6-4.8,1.8-5.9c1.2-1.1,3-1.7,5.3-1.7C80.7,19.7,82.1,20,83,20.7z%20M76.4,29.9c0.5,0.7,1.2,1.1,2.1,1.1%20c0.8,0,1.6-0.2,2.3-0.6v-6.2c0-0.9-0.7-1.4-2-1.4c-2.1,0-3.1,1.4-3.1,4.1C75.7,28.2,75.9,29.2,76.4,29.9z%27/%3e%3cpath%20fill-rule=%27evenodd%27%20clip-rule=%27evenodd%27%20d=%27M85.9,33.8h2.8V16.9h-2.8V33.8z%27/%3e%3cpath%20fill-rule=%27evenodd%27%20clip-rule=%27evenodd%27%20d=%27M90.9,15.7h5.8c5.3,0,8,2.9,8,8.6c0,5.8-2.7,8.7-8,8.7h-5.8V15.7z%20M96.4,30.6%20c1.9,0,3.2-0.5,4.1-1.5c0.9-1,1.3-2.6,1.3-4.7c0-2.2-0.4-3.7-1.3-4.7c-0.9-1-2.3-1.5-4.1-1.5h-2.8v12.5H96.4z%27/%3e%3cpath%20fill-rule=%27evenodd%27%20clip-rule=%27evenodd%27%20d=%27M4.5,26.9c0.4,0.9,0.9,1.7,1.4,2.5c3.2-0.6,5.7-2.2,7.6-4.7c1.3-1.7,3.9,0.3,2.6,2%20c-2.2,2.8-5,4.7-8.2,5.6c0.4,0.6,0.9,1.1,1.3,1.7c1.9-0.7,3.3-1.3,4.3-1.8c1.6-0.8,3.7-2.2,5.6-2.2c0.8,0,1.8,0.2,2.7,0.5%20c4.5,1.3,8.3,3.1,12.9,3.9c0.5-0.6,1-1.2,1.5-1.8c-12.8-2.5-21.9-9-21.9-21.2c0-4,1.6-8.7,7.3-8.7c4.6,0,6.1,3,7.3,6.6%20c2.6,7.4,6,9.7,14,9.7c1-3.9,1.5-8.1,1.4-12.4c-1.2-0.9-2.7-1.8-4.4-2.7c0.4,1.3,0.8,2.7,1.2,4.2c0.5,2.1-2.6,2.9-3.2,0.8%20c-0.6-2.4-1.3-4.6-2.1-6.6c-1.2-0.4-2.5-0.8-3.9-1.1c3.7,4.9,2.2,12.3,8.7,11.1c2.2-0.4,2.8,2.8,0.6,3.2C27.5,17.8,35.9,0,21.5,0%20c-7.9,0-9.7,6.3-9.7,12.4c0,1.8,0.3,3.6,0.3,5C12.1,22.2,9.1,25.8,4.5,26.9z%27/%3e%3cpath%20fill-rule=%27evenodd%27%20clip-rule=%27evenodd%27%20d=%27M16.3,40.6c1.8,1.3,3.7,2.5,5.8,3.6c1.5-0.8,4.2-2.4,4.3-2.5%20c-0.5-0.2-0.8-0.3-1-0.4c-1.7-0.7-3.4-1.6-5.3-1.7c-0.5,0-1,0-1.5,0.1c-0.4,0.1-0.9,0.3-1.3,0.5c-0.2,0.1-0.4,0.2-0.6,0.3%20C16.7,40.4,16.4,40.6,16.3,40.6z%27/%3e%3cpath%20fill-rule=%27evenodd%27%20clip-rule=%27evenodd%27%20d=%27M11.5,36.5c0.7,0.7,1.3,1.3,2,1.9l0.4-0.2c1.6-0.8,3.5-2.1,5.3-2.1%20c0.8,0,2.1,0.2,3,0.5c2.7,0.8,5,1.7,7.6,2.5c0.4-0.3,0.7-0.6,1-0.9c0.3-0.3,0.9-0.9,1.1-1c-0.3-0.1-3.1-1.1-3.7-1.3%20c-1.4-0.5-2.8-1-4.2-1.5c-1.4-0.4-3-1-4.4-1c-1.6-0.1-3,0.6-4.4,1.3C14,35.3,12.8,36,11.5,36.5z%27/%3e%3cpath%20fill-rule=%27evenodd%27%20clip-rule=%27evenodd%27%20d=%27M3.5,4.1C2.2,4.8,1,5.6,0,6.3c-0.1,4.4,0.4,8.6,1.4,12.5c1.4-0.7,1.6-2.1,1.5-4.8%20C2.8,10.4,2.7,7.3,3.5,4.1z%27/%3e%3cpath%20fill-rule=%27evenodd%27%20clip-rule=%27evenodd%27%20d=%27M11.8,1.1C10.4,1.5,9,1.9,7.7,2.3C6.8,4.3,6.3,6.1,6.2,8c-0.5,5,1.8,11.7-3.8,14%20c0.2,0.6,0.5,1.3,0.7,1.9C14.1,20.7,4.3,8.5,11.8,1.1z%27/%3e%3cpath%20fill-rule=%27evenodd%27%20clip-rule=%27evenodd%27%20d=%27M42,22.2l0.1-0.2l-0.4,0c-4.1-0.3-7.3-1.3-10-2.9c-2.3-1.5-3.9-3.3-4.7-5.7%20c-0.3-0.8-0.5-1.5-0.7-2.2c-1-3.2-1.7-5.5-4.8-5.5c-3,0-4.5,1.9-4.5,5.8C17.5,21,24.5,27.4,38,30.4l0.1,0l0.1-0.2l0.1-0.1%20c0.1-0.2,0.2-0.4,0.3-0.6c0,0,0,0,0,0c0.1-0.3,0.3-0.5,0.4-0.8c0.1-0.1,0.1-0.2,0.2-0.4c0.1-0.1,0.1-0.3,0.2-0.4l0.1-0.2l0.1-0.2h0%20l0.1-0.2l-0.4-0.1c-5.6-1-10.3-2.9-13.7-5.5c-3.8-3-5.6-7.1-5.1-11.9c0.1-0.9,0.6-1.2,1.1-1.2c0.5,0,1.1,0.4,1.3,1.3%20c1.9,7.8,5.6,13.1,17.9,15l0.1,0l0.1-0.2l0-0.1l0.1-0.3c0.1-0.3,0.2-0.5,0.3-0.8c0.1-0.3,0.3-0.6,0.4-1l0-0.1L42,22.2L42,22.2z%27/%3e%3c/svg%3e) The Challenge ## Mobile automation becomes fragile at scale Traditional mobile automation is slow to expand and painful to maintain. UI changes break selector-based scripts, and teams spend cycles fixing tests instead of increasing coverage. The real bottleneck is translating test intent into reliable automation. UI changes break selector-based scripts constantly Teams spend cycles fixing tests instead of increasing coverage Translating test intent into reliable automation is the bottleneck Slow to expand and painful to maintain at scale ### From intent to runnable tests Turn high-level scenarios into executable scripts without writing automation code. ### Less fragile than selector-heavy automation Reduce dependence on brittle locators and UI hierarchies that constantly change. ### Desktop-first workflow, CI-ready output Design, review, run, and manage tests in one place, then run headlessly in CI. The Approach ## Start from intent, not scripts Describe a scenario such as "test signup with valid and invalid email flows" and the agent navigates the UI, performs actions, and generates a reusable test script that can be reviewed, edited, saved, and rerun. Describe your test scenario in natural language The agent navigates the UI and performs actions Generates a reusable, editable test script Review, save, and rerun with confidence How It Works ## How It Works 01 ### Connect to a Device Connect to an Android or iOS device to give the agent access to the mobile environment. 02 ### Describe the Goal Describe the goal in natural language. The agent interprets the intent and navigates the app accordingly. 03 ### Review and Run Review, refine, and run the generated test locally or in CI. Save and reuse across releases. Why This Is Different ## Why this is different from traditional UI automation ### Traditional UI Automation Heavy setup and coding requirements Selector and locator fragility Ongoing maintenance burden ### Computer-Using Agent Starts from plain-English intent Operates the UI through visible context Produces reusable test assets Enterprise Ready ## Built for teams shipping fast For mobile teams with frequent UI changes and high release velocity, the focus is faster automation output, lower maintenance overhead, and more reliable coverage per engineering hour. Faster automation output from day one Lower maintenance overhead across releases More reliable coverage per engineering hour Works with existing mobile CI pipelines Scales with your team and release cadence See It In Action ## See the agent turn intent into tests Watch a high-level prompt become a working mobile test in real time. [Book a Demo](https://www.loadmill.com/book-a-demo) [Try it out](https://www.loadmill.com/mobile-testing-agent)