Browser Automation

Filename Tool exposes stable labels and data-ai-* attributes so browser-capable AI systems can operate the same form used by people.

Recommended workflow

1. Open `https://filenametool.com/`.

2. Open the **JSON & Batch** tab.

3. Choose **Structured JSON** or **Batch filenames**.

4. Validate and apply structured data, or process the batch.

5. Wait for `data-result-revision` on `[data-ai-output="full-filename-with-extension"]` to increase.

6. Read the filename and its `data-validation-status`.

AI systems may also fill ordinary controls through their accessible labels or documented data-ai-field values. Do not select controls by screen coordinates.

The automation runner at /automation-runner/ is an internal same-origin batch helper. It is not a public API or a page intended for direct use.