See the signal before the pitch deck exists.
By the time an opportunity is a pitch deck, the narrative has been polished and the price has moved. These leaderboards read the primary evidence — developer traction, research momentum, unmet demand in the wild — and score what could be built next, before anyone is raising for it.
Primary-source evidence — every score cites the repos, threads and research behind it, so you can diligence the signal itself.
Popularity never enters the formula: GitHub stars are provenance, not quality, so scores aren't hype-following.
The Openness pillar flags spaces incumbents haven't locked up — where new entrants can still win.
The boards investors watch
Live free-tier snapshots from thesis-dense sectors: fintech, healthcare and AI infrastructure.
Banking & FinTech
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Healthcare
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Free-tier snapshot — the full boards, analysis and score history are one free sign-up away.
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Pro removes the score ceiling and adds deep-research reports — a standing scan of buildable opportunity across twelve domains for less than one hour of diligence.
Frequently asked questions
How does this generate deal-flow signal?
The engine continuously reads primary sources — open-source activity, developer and user communities, research, product launches and marketplaces — and turns recurring pain points into scored product opportunities. A cluster of high-scoring opportunities in one domain is an early map of where fundable companies will emerge.
Is the score just measuring hype?
Deliberately not. Popularity metrics like GitHub stars never enter the scoring formula (stars are only a provenance filter during discovery), and any scoring dimension without verified cited evidence is capped — so unproven narratives can't carry an opportunity to the top of a board.
Can I verify the evidence behind a score?
Yes — that's the core design. Every opportunity ships with cited evidence items linking to the underlying sources, plus a twelve-dimension scoring breakdown, so you can diligence the signal exactly the way you'd diligence a deck's claims.
Which sectors are covered?
44 business domains with rolling top-100 leaderboards each — including banking and fintech, healthcare, AI/ML infrastructure, cybersecurity, legal, insurance, energy and climate. Thesis-driven investors typically watch a handful of domain boards plus the weekly top-10.
How would a fund use this alongside existing sourcing?
As the pre-network layer: watch the domains that match your thesis, track score movement over time (history is append-only), and use deep-research reports on standout opportunities to brief partners — before those opportunities show up in anyone's inbox as a deck.
More general questions are answered on the FAQ page.
Evidence first. Then conviction.
Free to start — no credit card required.
Also built for indie hackers, product managers and agencies.