Automate Entity Classification for Underwriting

Misclassified entities lead to incorrect premium calculations, wrong policy forms, and compliance violations. BackOffice Scripts uses AI to classify every record consistently — Individual, Joint, Trust, LLC, Corp, and more.

The Problem

Entity classification is foundational to insurance underwriting. The entity type determines which policy form to use, how premiums are calculated, what coverage limits apply, and which regulatory requirements govern the policy. According to NAIC data quality reports, approximately 23% of policyholder records contain entity classification errors. These errors cascade through the underwriting process — a trust misclassified as an individual might receive the wrong policy form, incorrect premium calculations, and inadequate coverage limits.

23%

Of policyholder records have entity classification errors

NAIC Data Quality Report

9 types

Entity types detected: Individual, Joint, Trust, Estate, LLC, Corp, Partnership, Government, Nonprofit

99%+

Classification consistency with AI vs. 85% with manual review

How It Works

1

Export your underwriting data

Pull a CSV from your policy administration system with the name/entity column.

2

Run Entity Type Classifier

Classify each record into one of 9 entity types with a confidence score.

3

Review low-confidence records

Focus manual review on records with low confidence scores — typically 5-10% of the batch.

4

Update your systems

Import the classified data into your underwriting workflow with consistent entity coding.

Frequently Asked Questions

What entity types does it detect?

Individual, Joint, Trust, Estate, LLC, Corporation, Partnership, Government, and Nonprofit. Each classification includes a confidence score.

How accurate is the AI classification?

The classifier uses GPT-4o-mini, which achieves 99%+ consistency on common entity patterns. Edge cases (like 'DBA' names) get lower confidence scores to flag for human review.

Can I customize the entity type categories?

Not currently. The 9 categories cover the standard entity types used in insurance and lending. Contact us if you need custom classifications.

Ready to try it?

Start with 100 free records. No credit card required.