Why a screening model plus an analyst review catches more real opportunities than either working alone.
Key takeaways
Broker teasers, banker processes, referrals and unsolicited approaches all land in the same place, and a small deal team can't give every one of them a considered read. The deals that get missed usually aren't obviously weak; they're just further down the pile by the time anyone has time to look.
That's a sourcing problem before it's an investment problem. Fixing it starts with getting the right files in front of an analyst sooner, not with deciding faster which ones to pursue.
A screening model reads incoming teasers and CIMs, extracts the basics — sector, size, geography, the revenue or EBITDA range where it's disclosed — and flags how closely each one fits the fund's stated mandate and past deals it has pursued.
It ranks and routes. It does not accept or reject anything. Every flagged deal, and a regular sample of what wasn't flagged, still reaches an analyst for a real read.
A queue ordered by fit, not by arrival time, changes what an analyst sees first each morning. Showing the reasoning behind a ranking — why a deal scored where it did — is what makes analysts actually rely on the order instead of working around it.
Nothing is deleted or hidden. An analyst can always pull the full, unranked list, including anything that scored low on mandate fit but came through a relationship worth protecting.
A screening layer never touches whether to pursue, price or fund a deal. That call stays with the partner and the investment committee, exactly as it does today.
What changes is how quickly a promising file gets its first read — not who decides to write a cheque.
A 30-minute call is enough to tell you whether AI pays for itself here.
