Insights

Federal small-business lending data rules and roughly ten state disclosure laws have turned documented, consistent MCA collections into a compliance requirement, not just a recovery tactic.

Professional services leads on AI adoption, but only about a quarter deploy firm-wide. The difference is workflow redesign, not tools. What the leading quartile did differently.

Two lenders, one book size, two collections cost structures. Why a manual desk scales with headcount while an operated cadence holds cost flat as the book grows.

2026 rate data shows firms collect the same effective rate whether they discount hard or hold firm. Pricing power is neutral. The margin lever that still moves is the cost of delivery.

Automating financial spreading and reconciliation cuts analyst time per commercial loan by 40 to 60%. Why hiring another underwriter is the wrong fix for a backed-up pipeline, and what an operated credit file changes.

More than 40% of agentic AI projects are forecast to be canceled by 2027, and escalating cost leads the causes. Why open scope, not capability, is what ends most agentic builds.

Billable utilization fell to 66.4% in 2025, a 19-year low, in a year revenue and margins recovered. The gap between high performers and the rest is not software ownership. It is system integration.

Agentic AI pilots in lending stall at one workflow because no one can produce a record of what the agent did. Why observability, not model quality, is the constraint on scaling.