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

说明与用途

无需 LLM 调用的表单自动化：一次录制，随后可重复执行，若页面不匹配则拒绝发送，并自动刷新日期字段。

问题

Automating form submission risks sending incorrect or outdated data to strangers, with no way to undo or confirm the action.

结果

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.

工作流

• 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.

证据

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.

来源

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.

来源