Kumiko has a content editor for PDF and mail templates: invoices, letters, statements. Nobody wants to rebuild their letterhead by hand in a new editor, so we added an import. You upload the PDF you use today and an agent rebuilds it as a normal, editable template. It looks at the pages as images, puts header, footer, logo, margins, fonts and paper into a layout, writes the body with placeholders, renders a preview, compares it with the original and corrects up to three times. At the end it shows a card with the original next to the draft and two lists: what stayed fixed text, and what it couldn't reproduce.

The agent doesn't write HTML.…