# Real document generation

Yes. The AI career agent builds actual downloadable files, PDF, DOCX, PPTX, and XLSX with charts where useful, not text pasted into the chat window that you'd have to copy into a document yourself. It asks your approval before generating and before delivering anything, and resumes and cover letters always come out in a plain, ATS-safe format rather than a styled template.

A lot of AI tools describe a document and leave you to build the actual file. This one produces the file itself: a script runs inside a sandboxed workspace using real document libraries, and what comes out is a genuine .docx, .pdf, .pptx, or .xlsx you can open in Word, PowerPoint, or Excel, download, and send as-is.

Resumes get their own path through this system, since they're the document most likely to be scanned by an applicant tracking system before a human ever opens it, and a heavily styled resume can confuse that scan. Anything else, a prep sheet, a cover letter as a standalone file, a comparison document, follows a more general path built for whatever structure the content actually needs.

## How a document actually gets built

For most documents, the agent calls generate_document with structured content and the format you want, PDF, DOCX, PPTX, or XLSX, and charts are supported when a spreadsheet or slide needs one. That call requires your approval before the file is produced.

Resumes and cover letters work differently underneath, even though the request feels the same to you. Rather than the general document renderer, they're authored through a sandboxed script using the docx library, following a resume-specific structure and formatting guide, then converted to PDF separately if you want both formats. That script runs with no network access and no ability to reach anything outside the session's own workspace. If the PDF converter isn't available when you need it, the agent delivers the .docx version alone and tells you why rather than pretending the PDF exists. Once a document is finished, delivering it to you as an actual downloadable file is its own approval-gated step, and it shows up as a document card with the file name, format, and size.

## Building a document from a request

You have an interview Thursday and ask the agent: "build me a one-page prep sheet for it, key talking points and questions I should ask." It pulls together what it knows, the role, the company, your own background, into structured content and calls generate_document for a PDF. Before the file is actually produced, you see an approval card describing what's about to be generated.

Once you approve, the document is built and delivered, appearing as a document card below the reply with its file name, format, and size, ready to download. If you'd instead asked for a resume built for a specific posting, the underlying path would differ, a sandboxed script using the resume-specific format rather than the general renderer, but from where you sit the experience is the same: ask, approve, download a real file.

## What generation will and won't do

Every document, whichever path builds it, requires your approval before it's produced, and delivering the finished file to you as a download is a separate approval step on top of that. Nothing lands in your downloads without you saying yes to it existing in the first place.

Resumes and cover letters are structurally locked to the plain ATS-safe format on this surface; the agent cannot apply branded styling or decorative templates to them here, since a resume built for an applicant tracking system needs to parse cleanly, not look impressive in a preview pane. The script that builds documents runs in a sandbox with no network access and no ability to reach anything outside that session's own files, so it can't pull in outside content or write anywhere else on your behalf. And converting a document to PDF never touches or overwrites the original file it was converted from; if that conversion step isn't available, you get told plainly rather than getting a silent failure.

## Frequently asked questions

### Does the agent actually produce a downloadable file, or just describe what a document should say?

It produces a real file. Structured content is rendered into an actual PDF, DOCX, PPTX, or XLSX using real document libraries inside a sandboxed workspace, and the finished file appears as a downloadable document card.

### Can my resume come out with decorative branding or a styled template?

No, not through this surface. Resumes and cover letters are always built in a plain, ATS-safe format so they parse correctly when an applicant tracking system scans them, never a branded or decorative layout.

### Does generating a document require my approval?

Yes, and delivering the finished file to you as a download is a separate approval step on top of that. Nothing is produced or handed to you without you saying yes first.

### What happens if the PDF conversion isn't available?

The agent delivers the .docx version on its own and tells you the PDF conversion wasn't available, rather than pretending a PDF was created when it wasn't.

## Related pages

- [Your AI career agent](/ai-career-agent)
- [AI resume curation](/ai-career-agent/resume-curation)
- [Resume library management](/ai-career-agent/resume-library)
- [LinkedIn profile import](/ai-career-agent/linkedin-import)

## Get a real file, not just text

Ask the agent for a prep sheet, a resume, or a cover letter as an actual document, no subscription needed. It never generates or hands over a file without your approval first.

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