Category

AI & Automation

34 insights · page 3 of 5

Threshold curve showing the return on an agentic workflow rising with how often the workflow runs. The curve stays flat below roughly fifty runs per week, labelled the preference zone, and climbs steeply above that inflection, labelled the project zone.

The First Agent Never Belongs at the Front Door

The largest US banks put AI agents in client vetting and transaction accounting, not the storefront. Three tests decide where a lender's first agent actually earns its keep.
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Bullet-bar chart showing 75% of small professional services firms use AI while only 31% report a revenue increase, illustrating the gap between adoption and payoff.

Adoption Is Not Transformation. Most Professional Services Firms Bought the First and Skipped the Second.

Three-quarters of small professional services firms use AI. A third saw revenue move. The gap is not the tools, it is the unrebuilt operation the tools run inside.
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Workflow diagram contrasting two AI oversight models in lending: blanket human review of every file, versus exception routing where 60 to 80 percent of standard files clear straight through and only exceptions reach a person

Human in the Loop Was Never the Real Question. Where the Human Stands Is.

Keeping a human in the loop by reviewing every file rebuilds the bottleneck agents remove. The 2026 operating question for lenders is where judgment should sit, not whether a person is involved.
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Dot grid comparing 79 percent of financial institutions using process automation against 14 percent that rebuilt operations, CXO research chart

The Renewal Book Is the Cheapest Origination Channel in Alternative Lending. Almost Nobody Works It.

Paid-off borrowers convert at multiples of a cold lead and cost nothing to acquire. Most alternative lenders never work them. The constraint is capacity, not strategy, and it is fixable.
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Grouped bar chart showing faster-moving financial firms lead incumbents 47% to 30% in advanced AI adoption and 19% to 6% at the fully transforming stage.

Everyone in Finance Adopted AI. Almost No One Rebuilt the Operation.

Process automation runs at 79% of financial firms, but only 14% call AI transformational. For alternative lenders, the gap between adopting tools and rebuilding the operation is the next competitive edge.
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For every 100 companies that plan to run AI agents, about 11 actually operate them, shown as an 11 percent solid segment against an 89 percent planned-but-not-running segment.

Your Servicing Platform Will Ship You Agents This Year. That Is Not the Same as an Automated Operation.

By 2026, 40% of enterprise apps ship with AI agents built in. For alternative lenders, presence is not production: embedded agents optimize one system while the cross-system process stays manual.
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Dumbbell chart showing the CFPB Section 1071 covered-institution threshold rising tenfold from 100 to 1,000 small business originations per year, effective June 30, 2026.

A Reporting Rule Lands June 30. Most Lenders Have Not Checked Whether It Touches Them.

The revised CFPB Section 1071 rule takes effect June 30, raising the coverage threshold tenfold. Most lenders cannot pull the origination data that decides whether it applies to them.
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Grouped bar chart showing 42% of finance work is fully automatable and 19% is mostly automatable with current technology, a combined 61% ceiling reachable only at the function level.

Automating Tasks Is Not Automating a Function. Most Lenders Have Confused the Two.

Most lenders have automated tasks, not functions. The 2026 data shows why that gap keeps the cost in place, and what automating a full function actually requires.
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