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