
Using AI for loan underwriting
A mid-sized community bank in the South partnered with Sketch Development Services to modernize how its analysts create loan-approval narratives.
A community bank was spending four hours on each loan narrative. This helped them provide excellent service, but the process was labor-intensive and inconsistent. Their idea to train a custom AI agent on their policies reduced the time to 30 minutes, one-eighth of the time it previously took.

A mid-sized community bank in the South partnered with Sketch Development Services to modernize how its analysts create loan-approval narratives.
More specifically, they wanted a secure, compliant web application that could reduce narrative preparation time. Previously, they had been spending four hours to complete this process for every single loan application. Leadership at the bank recognized that it could leverage agentic AI to dramatically increase productivity.

The bank’s lending department faced a familiar problem: analysts spent hours drafting and revising loan narratives that summarized borrowers' financials and justified approval decisions. The process was manual, inconsistent, and highly dependent on each analyst’s writing ability.


Key features include all of the following:

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Want to see this loan underwriting AI agent in action?

Sketch estimated that it would take six weeks to build this product, but ultimately delivered working software in half the expected time. Within three weeks, the bank had a secure, Azure-based web application that reduced narrative preparation time from four hours to only 30 minutes—while improving consistency, compliance, and quality across the board.
The new system has transformed the bank’s narrative process:
The tool constantly improves, too, "learning" how to help in new ways. It can now help with additional tasks, including all of the following and more:
This bank has actualized the promise of agentic AI implementation by achieving the best of both worlds: better outcomes, faster, at a lower cost.
AI loan narrative agent
Reduced wait times and manual errors
Every narrative built on official bank policy
Agentic AI secure enough for a financial enterprise
Non-technical business leaders add features at will
AI takes on repetitive, frustrating work
CLIENT FEEDBACK
“Sketch was quick to move and adjust the goal as the project kept being built. Great communication weekly on what they accomplished and what the next step was.”
President
Regional community bank