Signals — patterns worth a closer look

HowWe build a founder graph from the people collection and join every past position to the exit set (companies with status acquired/public). When two or more founders of DIFFERENT currently-early companies each previously worked at the SAME exited company, those young companies form an 'echo cluster'. Ranked by cluster size, then the prior exit's disclosed value.

WhyTalent that has been through a big win tends to repeat it - the classic startup-'mafia' effect (PayPal, Waze). A fresh company staffed by veterans of the same successful exit carries pedigree the market often hasn't priced in yet.

CaveatFounder identity comes from clustered LinkedIn/email; sparse profiles can miss a link. A shared ex-employer is correlation, not a guarantee.

HowFor each founder whose past positions include an exited company, we surface their CURRENT company when it's still early: active status, founded within ~10 years, under $60M raised, only equity rounds so far, and not itself already exited. Ranked by the size of the founder's largest prior exit.

WhyA founder who has already delivered an exit brings execution credibility. When the new venture is still at seed/early pricing, that track record is upside the current round may not yet reflect.

CaveatPast success doesn't transfer automatically; sector and timing differ between ventures.

HowEvery funding round is classified into equity / debt / grant / public. We keep companies with at least one GRANT round and ZERO equity rounds, then require live momentum - a rising headcount timeline or news in the last ~9 months. Ranked by hiring %, grant count, and news volume.

WhyGrant bodies (IIA, EU Horizon, BIRD) put the technology through expert technical review - a non-dilutive vote of confidence. A company that cleared that bar but hasn't raised equity can be underpriced relative to its validation.

CaveatGrants validate technology, not a business model or market.

HowWe take the latest of the last_round / funding_rounds dates; flag companies with no round in 3+ years whose headcount timeline is nonetheless rising, with at least some news in the last 12 months. Ranked by headcount growth %.

WhyGrowing without raising means the company is either capital-efficient (funding itself from revenue) or a clean, under-the-radar acquisition target - both interesting, and both invisible to screens that only watch funding activity.

CaveatA long funding gap can also mean a failed raise; read the news and headcount together.

HowFrom the headcount history (needs >=3 points and >=15 current employees) we compute two slopes: the earlier half of the series vs the recent half. Flagged when the recent hiring rate exceeds the earlier one and is positive. Ranked by the acceleration ratio times the recent pace.

WhyAccelerating hiring is one of the earliest OBSERVABLE signs of product-market fit or a revenue breakout - it typically shows up before the funding announcement that makes headlines.

CaveatHeadcount points blend Finder history and grounded estimates; LinkedIn-derived counts can over-count, so treat the trend, not the absolute number.

HowRounds are sorted by date; flagged when the most recent financing is categorized as DEBT and there has been no equity round in the prior 18 months. Ranked by the debt facility's size.

WhyLenders underwrite hard numbers - revenue, receivables, contracts. A company that can raise debt but hasn't set a fresh equity price may be carrying a stale, conservative implied valuation.

CaveatDebt can also signal an equity raise that was hard to close; venture debt terms vary widely.

HowWe flag companies where the SAME investor led >=2 rounds, and that investor also appears among the backers of at least one exited company. Ranked by the number of repeat leads.

WhyFollow-on conviction from an investor who has actually produced exits is a stronger tell than a crowded cap table of first-time backers doubling down after seeing the numbers up close.

CaveatInvestor matching is by name (slug where available), so a common firm name can occasionally over-match.

HowFlagged when a company reads as dormant - registrar closed/struck-off or an inactive status - but shows a FRESH signal in the last ~90 days: a new funding round, a news item, or a headcount uptick. Ranked by how many of those revival signals fire at once.

WhyA company written off as dead that quietly restarts is systematically under-covered - analyst and press attention lag the revival, so the signal can precede broader recognition.

CaveatRegistrar status and revival dates can be noisy; verify the company is genuinely operating again.