Case Study

Underwriting Risk Assessment

An underwriting team was spending days on manual review of high-risk applications and referrals. We added a Summarize Risk capability powered by generative AI, cutting complex risk assessment from thirty days to five.

83%

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Client

A fast-growing technology-driven home insurance company

Lines

Homeowners

What We Solved

Underwriting review and risk assessment

ENGAGEMENT

Custom build

The Challenge

The underwriting department was struggling to manage high-risk policies and applications efficiently, covering new business, renewals, and unbound applications carrying underwriting referrals.

The manual review process was both time-consuming and resource-intensive. Deadline pressure on the team was constant, and the result was delayed decisions and inefficiency at exactly the point where speed and consistency matter.

The Solution

We enhanced the existing Risk Assessment Tool with a Summarize Risk feature powered by generative AI. Selected property data is sent to a generative AI API, which analyzes the information and returns a summary of the property’s risk level, the additional data needed for further assessment, and recommended next steps.

The value is in what it lets underwriters ignore. Traditional algorithms block policies based on predefined high-risk data points and treat those points in isolation. Generative AI analyzes the property profile holistically, weighing both risks and upsides, identifying nuanced correlations, and highlighting overlooked factors such as neighborhood crime rates. Underwriters spend their attention on the factors that actually move a decision rather than reviewing data that turns out to be irrelevant.

Technologies

Python NestJS PostgreSQL OpenAI

Results

83%

reduction in complex risk assessment time, from 30 days to 5

30%

reduction in manual underwriting review effort

Where This Applies

Most underwriting AI conversations start with the wrong question, which is what the model can decide. The better question is what the underwriter should never have had to read in the first place.

How would results like these impact your business?

Twenty minutes, a candid conversation. If we’re not the right fit, we’ll say so.

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