Practical automation guide

How can I automate repetitive GUI tasks?

OpenAdapt compiles a demonstrated GUI task into deterministic local replay and proves consequential results through an independent check. It fits repeated work trapped behind browser, desktop, RDP, or Citrix interfaces. When a direct API covers the complete job, use it. For other tasks, choose the browser library, macro, RPA platform, or computer-use agent that owns the full result.

Pick the smallest tool that owns the whole result

The click is rarely the hard part. The hard part is knowing that the right record changed once, in the right account, and that a timeout didn’t leave the result uncertain. Choose the tool by the task boundary and the cost of a wrong result.

OpenAdapt

Best fit: The same consequential GUI workflow repeats, no practical API covers it, and another interface can verify the result.

You demonstrate the task once. OpenAdapt compiles it into deterministic local replay, then re-resolves, proposes a governed repair, or halts under drift.

See how OpenAdapt works

A supported API

Best fit: The application exposes the complete operation through a supported machine interface.

It skips the screen. That usually makes the workflow faster, easier to test, and cheaper to run.

Compare OpenAdapt with an API

Playwright

Best fit: The task is browser-only, and a developer can own the script.

Its locators, auto-waiting, tracing, and cross-browser support make web automation pleasant to maintain.

Compare OpenAdapt with Playwright

Selenium

Best fit: You need standards-based browser control or already run a Selenium fleet.

WebDriver has broad browser, language, and remote-grid support, plus a large mature ecosystem.

Compare OpenAdapt with Selenium

AutoHotkey

Best fit: One person needs a fast Windows shortcut, hotkey, text expansion, or small macro.

A short local script can remove personal repetition with very little setup.

Compare OpenAdapt with AutoHotkey

Microsoft Power Automate

Best fit: The work sits inside Microsoft 365, Dataverse, Teams, Excel, or a supported connector.

It joins cloud flows, desktop automation, connectors, identity, and administration in the Microsoft stack.

Compare OpenAdapt with Power Automate

UiPath

Best fit: You need an enterprise RPA platform for a large robot fleet and an established automation program.

Its orchestration, queues, credentials, audit tools, training, partners, and activity ecosystem are mature.

Compare OpenAdapt with UiPath

A computer-use agent

Best fit: The task is novel, exploratory, or changes so often that you want a model to reason through each run.

It can start from a plain-language goal and work through unfamiliar interfaces without a recorded workflow.

Compare OpenAdapt with computer-use agents

A five-part method that survives the first demo

1. Bound one task. Name the start state, the intended result, the allowed applications, and the person or service that can authorize the action.
2. Remove every GUI step you can. Keep supported APIs and connectors for the parts they cover. This leaves a smaller visible workflow to maintain.
3. Separate inputs from the demonstration. A name, date, record identifier, or amount is an input. It should not become a fixed click or copied literal from the recorded example.
4. Verify the effect somewhere else. Read the saved record through an API, query the database, check the exact file, or inspect a fresh independent state. Don’t let the session that acted grade itself.
5. Test every refusal and uncertain delivery path. Move a button, show two matching records, change the active window, reject the write, and interrupt the response after dispatch. An uncertain dispatch must return RECONCILIATION_REQUIRED without a blind retry. Count silent wrong results and unnecessary halts, not only successful runs.

Where OpenAdapt fits

OpenAdapt compiles a demonstrated GUI workflow into a reviewable program. A healthy run is deterministic and makes no model call. If the interface changes, the runtime re-resolves from retained evidence, proposes a governed repair, or halts. For consequential work, a separate verifier checks the business effect before the run returns VERIFIED.

That makes it a good fit for repeated work trapped behind legacy, desktop, browser, RDP, or Citrix interfaces. The exact application, environment, input, action, identity, effect, and policy contract still has to be qualified. A working recording is the start, not the proof.

Run the local quickstart Qualify one workflow

Common questions

What is the best tool for automating repetitive GUI tasks?

OpenAdapt fits repeated GUI transactions that need deterministic replay and an independent effect check. Use a supported API when it covers the complete operation. Playwright or Selenium fits developer-owned browser work, AutoHotkey fits a personal Windows macro, Power Automate fits Microsoft-centric work, UiPath fits an enterprise RPA program, and a computer-use agent fits novel tasks.

How do I automate a GUI application with no API?

Define one bounded task, record or script it, separate inputs from recorded examples, add identity and effect checks, test normal and changed interfaces, then deploy it inside the correct data boundary. OpenAdapt packages that path around a demonstration.

How do I automate a Citrix or RDP application?

Treat the remote session as a visible window. Keep capture and actuation outside the managed environment when you cannot install inside it. Use fresh frames, visual and OCR evidence, window identity, and an independent effect check. Qualify the exact client, application, display, and workflow before consequential use.

Can I turn a screen recording into automation?

An ordinary video is only a visual reference. It doesn't include the action events and target evidence needed for replay. Record the task through OpenAdapt so the compiler receives clicks, keys, timing, window scope, and structural or visual evidence. Review the compiled workflow and its effect checks before you qualify it.