Weekly funded-companies agent
The assignment
Build a weekly agent that scrapes last week's funded startups from the web and proposes your way in — a tailored application path.
✳What Saurab shipped
A deployed tool that scans recent funding announcements, visits company career pages, and extracts matching job openings, then emails the results to the user. Built on a stack of Gemini 2.5 Flash for extraction, the Resend API for delivery, and Vercel serverless functions, users enter their preferred role and email to trigger a search on demand.
✳Our read on this build
Saurab shipped a deployed web app you can open. This read comes from the artifact and Saurab's own account of it — no scores, just what the build does and does not show.
What it demonstrates
- Fresh input is part of the machine: an API feed, recent funding data and live search.
- It goes past listing companies into proposing a way in — drafted emails.
- And it is built to keep running: a trigger.
Take this awayWhat makes this an agent rather than a search box is that it decides something — which companies matter to you, and what to say to them — before you get involved.
✳Why this quest matters
Agents earn their keep when they run without you. The bar isn't 'can AI write an outreach note' — it's 'does fresh data flow in on a schedule and come out tailored,' which is the real shape of an autonomous workflow.
✳What separated the strongest builds
Real companies, funded recently
Data pulled from a live source. A hardcoded list of startups everyone already knows about is a demo of a UI, not of an agent.
An application path that changes per company
The specific round, the sector, the role that funding implies. One paragraph with the company name swapped in is the failure mode here.
It runs without you
A schedule, a cron, a workflow trigger — something that makes 'weekly' true rather than aspirational.
Outreach you would actually send
Notes with judgment behind them. Volume is the easy part and the part that gets people ignored.
No numeric scores are published here. These pages are written reads of what each builder shipped — the build is the point, not a mark out of a hundred.