Full AI reasoning is expensive and unnecessary for a test that already passed. AutomateAI records the passing path once, replays it deterministically, and only calls the model back in to fix the exact step that stopped working.
The agent completes the test using full reasoning, step by step, the first time it runs.
The passing steps — including their assertions — are converted into a replayable script, versioned per test.
No model calls. The script plays back directly against your app, verifying the same assertions each time.
The agent reasons about the one broken step only, fixes it, and immediately hands control back to replay.
If a run needs more than a handful of heals, that's usually a sign the app changed more than one step's worth. Past that point, AutomateAI falls back to finishing the run in full reasoning instead of patching indefinitely.
If you change what a test is actually supposed to do, AutomateAI retires the old deterministic script automatically instead of replaying a script that no longer matches the intent.