We automate form filling with zero LLM calls, and that is the feature

Описание и применение

Автоматизация заполнения форм без вызовов LLM: пользователь записывает один раз, а система воспроизводит действия, отказываясь отправлять, если страница изменилась, и обновляя даты.

Задача

Automating form submission risks sending incorrect or outdated data to strangers, with no way to undo or confirm the action.

Результат

The app achieves safe, deterministic form automation by recording user actions once and replaying them, refusing to send when the page changes, and handling date inputs specially.

Рабочий процесс

• 1. Open a listing in a dedicated app window. 2. Manually fill out the contact form. 3. Record the sequence of actions as a recipe keyed by domain. 4. Store the recipe for future use. 5. For new listings on the same site, replay the recorded recipe. 6. If any step no longer matches the page or a guard fails, abort and report the mismatch. 7. If a date field is detected, refresh it to a current value instead of replaying the literal. 8. Ensure total replay time stays within a hard budget to avoid hanging the monitor.

Доказательства

The first time you reply to a listing on a given site, you do it yourself in a window we own, and we record what you did.

Источник

If the automation gets it wrong, a real human landlord receives a real message with the user's real name, phone number and email attached.

Источник