HelloPM · AI Builder Series Explore builds →
Quest 4 · Weekly funded-companies agent

Weekly funded-companies agent

AI agentsWeb scrapingAutomationLive app

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 Kashish shipped

Funding Finder Tool is a weekly funded-companies research and tracking build submitted for this quest, aimed at surfacing recently funded startups for job seekers to target. It was built and deployed via Lovable as part of the founder's job-search toolkit.

View the live project ↗ Kashish's full portfolio

Our read on this build

Kashish shipped a deployed web app you can open. This read comes from the artifact and Kashish'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: recent funding data and live search.
  • And it is built to keep running: a weekly cadence.
  • Worth noting: research sits in front of the outreach, which is the difference between a targeted note and a mass send.

What is not shown

  • The 'your way in' half of the brief is not visible publicly; a list of funded companies on its own is a newsletter.

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

Across the 29 builds we could open for this quest, the same three or four things kept deciding whether one landed. Useful whether you are judging this one or attempting your own.

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.

More from Kashish

Quest 1Quest 2Quest 3Quest 4Quest 5Quest 6Quest 7
← Back to Kashish's portfolio