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Viewpoint · AITechnology shiftNear term (1-3 years)

AI in insurance underwriting: which lines are being repriced?

This Viewpoint explores which insurance underwriting lines are being repriced due to the integration of AI. It provides insights for insurers to adapt their pricing strategies and product development.

Why it matters now

The insurance industry is undergoing a fundamental transformation driven by AI, particularly in underwriting. AI algorithms can analyze vast datasets, identify complex risk patterns, and predict future claims with greater accuracy than traditional methods. This capability is enabling insurers to refine their pricing models, offer more personalized policies, and manage risk more effectively. Companies that fail to leverage AI risk being outcompeted by those that can offer more precise pricing and tailored products. The imperative to optimize profitability and maintain competitiveness is accelerating AI adoption, making understanding its impact on repricing critical for all insurers.

Who is exposed

Property and casualty insurance lines face repricing opportunities and risks as AI refines risk assessment for homes, vehicles, and businesses. Life insurance providers can leverage AI for more accurate mortality and morbidity predictions, impacting policy costs. Health insurance companies can use AI to better assess individual health risks and predict healthcare utilization. This also affects actuaries, data scientists, and product development teams within insurance organizations.

Most relevant for: Chief Underwriting Officer, Head of Product, Chief Data Officer

What this Viewpoint covers

  • Which specific insurance lines are seeing the most significant AI-driven repricing?
  • How are AI models improving risk assessment and pricing accuracy?
  • What types of data are AI underwriting systems leveraging?
  • Which regulatory considerations impact AI-driven repricing strategies?
  • How are insurers communicating AI-driven pricing changes to customers?

Signals to watch

  • Changes in premium rates for specific insurance products.
  • Announcements of AI partnerships by insurance carriers.
  • New insurance products or policy features enabled by AI.
  • Regulatory discussions around fairness and transparency in AI underwriting.

Decisions it supports

  • Adjusting pricing models and product offerings using AI insights.
  • Investing in AI platforms for enhanced risk assessment.
  • Developing strategies for ethical and compliant AI use in underwriting.

How it is built

Prepared after your order from dated public sources - such as insurance filings and announcements, regulatory records, trials, patents and trade data, where relevant - and our market model. Reported facts are cited, estimates are labelled and our assessment is marked as such, following our research method. You receive our verdict, the evidence, who is exposed, the signals to watch and recommended actions, within 24 hours.

Questions

How does AI change insurance underwriting?

AI transforms underwriting by enabling insurers to analyze vast amounts of data, including non-traditional sources, to identify granular risk factors. This leads to more accurate risk assessments, personalized pricing, and faster policy issuance. It moves underwriting from broad categories to highly individualized profiles, enhancing precision and efficiency.

Which insurance products benefit most from AI?

Products with high data availability and complex risk profiles, such as auto, home, and certain commercial lines, benefit significantly from AI. Life and health insurance also leverage AI for more precise mortality and morbidity predictions, leading to more tailored and competitive offerings. The benefits span across various insurance types.

Are there ethical concerns with AI in insurance pricing?

Yes, ethical concerns include potential for bias in AI algorithms, transparency in pricing decisions, and data privacy. Insurers must ensure their AI models are fair, explainable, and comply with anti-discrimination laws. Regulatory bodies are actively scrutinizing these aspects to ensure equitable treatment for all policyholders.