Insights

78% of companies use AI. 80% report no earnings impact. The problem isn't the technology. It's the workflow structure AI is running inside

Nearly two-thirds of companies have tried AI agents. Fewer than 10% restructured their operations. Here's what the 10% actually did differently.

Agentic workflows cut per-loan processing cost 35 to 50% by eliminating the exception queue scripted automation creates. Here is the math most lenders never run.

Professional services firms bill about 37% of available time while roughly 14 non-billable hours a week per person quietly erode margin. Here is where the money hides and how to reclaim it without hiring.

For alternative lenders, 15 to 20% of recoverable AR is lost to slow follow-up, not bad credit. See how contact timing drives recovery and how automated cadence closes the gap.

The average professional services firm leaks 8–12% of annual revenue - not from bad clients, but from broken billing processes. Here is what it costs and how to fix it.

Off-the-shelf underwriting was built for W-2 borrowers, not the cash-flow businesses alternative lenders fund. Here is where it leaks deals and how to fix it.