> For the complete documentation index, see [llms.txt](https://guide.docmaker.co/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://guide.docmaker.co/features/intelligent-fill-ai-powered.md).

# Intelligent fill (AI-powered)

Skip the manual data-mapping step entirely: send raw, unstructured text (an email, a transcript, free-form notes) alongside your docx template, and docMaker's LLM extracts the structured fields and fills the document for you.

Unlike [Create pdf from docx template](/features/create-pdf-from-docx-template.md), which requires you to send pre-structured JSON `data` matching your template's tags, `intelligent_fill` accepts:

* **`rawText`** — the unstructured text to parse (an email body, meeting notes, a form submission, etc.)
* **`userPrompt`** *(optional)* — extra instructions telling the LLM how to interpret the raw text or handle edge cases

docMaker reads your template's tags, asks the LLM to extract matching values from `rawText`, validates the result against the template's schema, then fills and converts the document exactly like `docx_fill_convert` — returning a PDF or DOCX.

It accepts every parameter from `docx_fill_convert` (webhook, email delivery, Bubble delivery, output format, etc.) in addition to `rawText` and `userPrompt`.

**Don't have a docx template yet?** See [Build your docx template](/features/create-pdf-from-docx-template/build-your-docx-template.md) to learn how to create one — `intelligent_fill` uses the exact same templates as `docx_fill_convert`, just with the LLM filling in the tags instead of you sending structured JSON.

**Async, like every docMaker document route:** the call returns `202` with a `jobId` immediately. Poll `GET /jobs/{jobId}` or set a `webhook_url` to get the result.

**Credits:** this route costs more credits per call than a standard template fill, since it includes an LLM extraction step in addition to document generation.

Click "Next" to see the full list of `intelligent_fill` API parameters.