Xiang Lei

Xiang Lei

Co-founder of ontos.ai

About

Building next-gen knowledge base & retrieval algorithms | Developing & open-sourcing AI products

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Stop manually filling forms

Hey Product Hunt

SnapFill an AI agent that automates your most tedious paperwork in seconds, not hours.

If you've ever dealt with complex grant applications, vendor questionnaires, or legal filings where formatting matters... this was built for you.

What SnapFill helps you do:

Xiang Lei

17d ago

I spent 6 hours copying data from Excel to PDF manually. So I built an AI to do it for me.

Hey Product Hunt

I wanted to share a bit of what we ve been working on and get some early thoughts from this community.

I m one of the makers behind SnapFill. The problem that pushed us to build it is pretty simple but incredibly painful:

The "Copy-Paste" Nightmare.

Xiang Lei

16d ago

SnapFill - AI form filling that keeps your layout 100% intact

SnapFill automates your most tedious paperwork:filling forms from research grants to legal docs. Manual entry is slow, and most AI tools break document layouts. SnapFill solves this by building a structured Knowledge Hub from your own files to fill new forms with deep context. Crucially, our engine guarantees Perfect Formatting: your output PDF or Word doc looks identical to the original, with tables, fonts, and styles perfectly preserved.
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