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State insurance commissioners are cracking down on black-box underwriting. Unexplainable pricing decisions face regulatory action and consumer lawsuits.
State Regulatory Action
Colorado, California, and others requiring algorithmic transparency in insurance pricing.
Proxy Discrimination
Credit scores, zip codes, and other factors can encode prohibited discrimination.
Rate Filing Challenges
Regulators rejecting rate filings that can't explain AI-driven adjustments.
Consumer Complaints
Policyholders demanding explanations for premium increases. Lawsuits follow confusion.
Aequitas provides the transparency insurance regulators demand while maintaining pricing accuracy.
Causal Premium Attribution
Every pricing factor traced to actuarially justified risk. No hidden influences.
Proxy Variable Detection
Identifies when neutral-seeming variables encode protected characteristics.
Disparate Impact Testing
Continuous testing for unfair discrimination across protected classes.
SEE IT IN ACTION
A worked example: a premium adjustment with each factor traced toward actuarial justification, and what happens when one factor cannot be justified.
INSURANCE & UNDERWRITING
Illustrative sampleIs this premium adjustment justified by legitimate, non-discriminatory risk factors?
Not certified: one factor could not be shown to be non-discriminatory. Returned for human review with the concern documented.
SHA-256 75d0cae1900bde67…
Illustrative example; the hash is a real SHA-256 digest of this sample’s content.
IN PRACTICE
Transparent risk assessment with complete factor attribution.
BEFORE
Opaque scoring; customer complaints; regulatory scrutiny
AFTER
Every decision explained with actuarial justification
Documentation of the reasoning behind each rate assumption.
BEFORE
Rate filings rejected for insufficient explanation
AFTER
Documented algorithmic reasoning to attach to a rate filing
Fair claims decisions with clear reasoning.
BEFORE
Disputed claims; bad faith allegations; litigation
AFTER
Transparent decisions you can put in front of a challenge
See how Aequitas certifies a judgment on your own insurance material.
EXPLORE MORE
For lending & FinTech AI: a specific, documented reason behind every credit decision, the kind black-box scores can’t produce.
Transparent diagnostic reasoning, traceable treatment recommendations, and an auditable record for clinical AI.
Navigate regulatory complexity with AI that shows its reasoning. Every compliance decision traceable to specific rules.