Every few decades, a wave of sophisticated capital discovers equipment finance. The pattern is consistent. The newcomers arrive with superior capital markets expertise and a thesis containing a genuine insight — this time, correctly, that asset-backed lending offers durable yield with collateral protection at a moment when sponsor-backed corporate lending has been competed to the margin. Deployment is rapid. Early returns validate the thesis. Allocations increase.

Then the cycle turns, and the newer entrants encounter the fact that separates this industry from a credit strategy: equipment finance is an operating business that happens to produce credit assets. The distance between those two descriptions is where returns quietly leak — and the leakage is measurable, recurring, and concentrated in three specific places that a portfolio model cannot see, because none of them is a credit problem until it is too late to reprice.