If the Math Fails in 5 Minutes, the Deal Was Already Dead

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The most expensive hour in origination is the one spent on a deal that was never going to close.

Not because the work was bad. Because the asset failed the basic math before anyone ran it. The teams with the highest term sheet conversion rates are not doing deeper diligence on more leads. They are eliminating the wrong ones faster.

Most origination teams treat a new lead like a research project. Read the sponsor’s pitch. Review the property details. Schedule a call to learn more. By the time someone decides the deal does not work, two to three analyst days are gone. The teams running at scale treat the same lead like a filter. The initial question is not whether this could work. It is whether there is any mathematical basis for it working at all. If there is not, the deal is dead in five minutes and the pipeline moves on.

The Hidden Cost of Slow Triage

More time reading a sponsor’s narrative does not turn a bad deal into a qualified one. If the debt yield math fails on a quick check, no amount of creative structuring saves it from a credit committee rejection. The research was always going to produce the same answer. It just cost more time to get there.

The compounding effect is significant. A team running 30 inbound leads a month that spends two days evaluating each one before eliminating it has spent 60 analyst-days on deals that were dead on arrival. That time comes directly out of bandwidth for the deals that could actually close.

And the cost is not just hours. Every week spent running down a dead lead is a week someone else spent on a live one. The lender appetite that existed when a deal crossed the desk may not exist by the time the analysis is finished. Slow triage does not just waste time. It loses deals that were never in the dead pile.

What the First 5 Minutes on a Deal Actually Check

The initial screen is not underwriting – it is a mathematical gate. Three questions, all answerable in five minutes without a single phone call.

The first is whether there is a real forcing function: not whether the sponsor is generally motivated, but whether there is a specific event creating a hard deadline. An expiring rate cap. An upcoming maturity date. A tenant rolling out of a lease. Without one of those, the sponsor is testing the market. They are not ready to move, and no amount of packaging changes that. Requiring the sponsor to name the forcing function at intake shifts the dynamic immediately.

The second is whether the basic debt yield math works. Divide trailing 12-month NOI by the requested loan amount. If the result does not clear the minimum floor for that asset class in that market, the deal does not have a path through credit committee in its current form. That calculation takes 45 seconds.

The third is whether there are lenders actively quoting in that space right now. Not generally. In that specific asset type, market, and loan size range. If three capital partners currently quoting on deals like this cannot be named, there is no live market for the package. Do not build it.

Three Outcomes, Not Two

Most originators think of triage as binary: the deal advances or it does not. The teams running clean pipelines use three outcomes.

The deal advances if it clears all three checks and the borrower package is complete enough to move into underwriting. It goes to a full packaging process and no senior originator time is allocated to it again until the package is ready.

The deal goes to a long-term holding track if the asset has real merit but is missing a key input. The maturity is 18 months out instead of six. The lease rollover is real but the timing is not urgent yet. It does not get killed. It does not get worked. It gets parked with a date to revisit.

The deal is eliminated if the math fails, the forcing function is absent, or the borrower does not respond to intake requirements within 24 hours. Not moved to a low-priority pile. Out of the system.

The difference between a clean pipeline and a clogged one is whether that third outcome actually gets executed.

Why the Screen Fails Without Clean Intake Data

The five-minute check only works if the right data exists when the deal arrives.

If the initial lead does not include trailing 12-month NOI, a stated loan amount, current occupancy, and a specific timeline constraint, the screen cannot run. The team is now doing discovery work before knowing whether the deal is worth discovering. The five minutes become a day.

The fix is at the intake level. The intake form and the standard first-response email must require those four data points before a deal enters the system. Not as a preference. As a hard gate. If a sponsor cannot provide basic qualifying data to access the process, they are not ready to transact.

What the Teams Running Tight Pipelines Have Already Built

The origination teams with consistently high conversion rates made specific intake decisions before the deal volume arrived.

They documented the minimum math floors for every asset class they originate: the exact debt yield threshold, the maximum LTV, the minimum DSCR. Not in someone’s head. Written down and visible to the entire team, so triage runs the same way every time regardless of who picks up the deal.

They rebuilt their intake form to require the four data points that make the screen possible: trailing 12-month NOI, loan amount, occupancy, and timeline constraint. Anything that arrives without those fields gets a single response asking for the missing information and a 24-hour window to provide it. If it does not come back, the deal never enters the system.

They gave triage leads the authority to kill deals without escalation. The decision to eliminate a deal does not go to a senior originator for approval. That approval process is where dead deals sit for a week.

And they track triage kill rate as a positive metric. A team eliminating 60 percent of inbound leads in the first five minutes is protecting 60 percent of its underwriting capacity for the deals that can actually close.


The deals that are never worked are the ones that never cost anything. Every hour a dead deal spends in the pipeline is an hour a live one did not get.

LoanBase surfaces the forcing functions before they become common knowledge: rate cap expirations, maturity dates, and lease rollovers. That gives origination teams the advance signal to run the screen on deals worth running.

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