Describe your idea in plain English. Groundwork breaks it down, searches GitHub, and tells you what already exists, what you can reuse, and what’s actually yours to build.
I’m not a software engineer. I’m just someone who likes having ideas and trying to ship them. Every time I got excited about something new, I’d ask an LLM what already existed, then immediately wonder if the answer was outdated, incomplete, or just confidently wrong.
Then I’d open GitHub and feel completely lost. I didn’t know the right search terms, couldn’t tell a healthy repo from a dead one, and had no clear way to decide whether I should fork something, stitch a few tools together, or just build it myself.
That’s the gap Groundwork tries to close. You describe the thing you want to build, and it does the messy research step for you in a more systematic way: what exists, what looks trustworthy, and what still seems missing.
If you’ve ever had an idea, asked ChatGPT about it, and still felt unsure what was real, this is for you. Groundwork is not here to talk you out of building. It’s here to help you start with better footing and waste less time on research.
You ask an LLM, open ten tabs, skim GitHub for an hour, and still are not sure what is actually reusable versus what only sounds promising.
It turns that fuzzy research phase into something concrete: describe the idea, see what exists, and get a clearer read on what to use, what to combine, and what to build.
You should still build the thing. Groundwork just helps you spend less time reinventing foundations and more time on the parts that are actually yours.
Write your idea the way you would explain it to another person. You do not need to know the right technical terms or how to search GitHub properly.
It breaks your idea into parts behind the scenes, runs focused searches, and surfaces relevant open-source projects instead of leaving you with a blank search box.
Groundwork helps you spot which repos look active and worth building on, and which parts of your idea do not seem well covered yet.
Instead of a pile of links, you get guidance on what to use, what to combine, what to build yourself, and how feasible the idea looks overall.
These scores are there to help you make a faster decision: how original the idea looks, how much open source can carry the build, and how realistic it is to ship quickly.
Example scores from a real analysis — “Record a voice memo and turn it into a structured PRD”
Groundwork is open in spirit. Use it for free with your own compute. Subscribe only if you don’t want the hassle.
Jump straight in. No login, no API keys, no setup. One free analysis per day — come back tomorrow for another.
This isn’t a closed platform. Fork the repo, add your own API keys, and run it entirely on your own compute — forever.
Don’t want to manage API keys? Subscribe and use Groundwork directly — we handle the compute, you just build.
Interested? Drop your email — I’ll reach out before launch to see if it’s worth building.

I build products, explore ideas, and constantly ship things that are slightly above my technical comfort zone. Groundwork is one of them — built out of frustration, shipped out of stubbornness.