CXO Research

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Agentic AI analysis, operational strategy, and implementation intelligence for financial services firms and growth-stage businesses.

Insights

Your Cost Per File Is Fixed. Your Volume Is Not. That Is Where Growth Gets Expensive.

Your Cost Per File Is Fixed. Your Volume Is Not. That Is Where Growth Gets Expensive.

Back-office cost is the one expense that scales in lockstep with loan volume. At roughly $45 a clean file, growth quietly doubles it. Here is how alternative lenders break the link between volume and headcount.

Alternative LendingBusiness Case & ROI
Your Worst Recoveries Are a Scheduling Problem, Not a Credit Problem

Your Worst Recoveries Are a Scheduling Problem, Not a Credit Problem

Alternative lenders lose 15 to 20% of recoverable AR to inconsistent follow-up, not bad credit. Why recovery is a timing problem, and how CXO closes the gap.

Collections & ARAlternative Lending
Equipment Finance Volume Is Up Twenty-Two Percent. The Desks Processing It Did Not Grow Twenty-Two Percent.

Equipment Finance Volume Is Up Twenty-Two Percent. The Desks Processing It Did Not Grow Twenty-Two Percent.

Equipment finance volume is up 22.2% in early 2026, but the desks processing it did not grow with it. Why hiring through a surge fails, and how lenders scale volume without scaling headcount.

Alternative LendingBusiness Case & ROI
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