Insurance

Causal AI for insurance

Understand the mechanisms behind uncertain events with explainable models that support claims, fraud, and pricing decisions.

Risk management and technical performance

ScalAttrib is used by insurers to:

  • Understand the true causes of risk (beyond correlations)
  • Optimize pricing and actuarial models
  • Anticipate cost drifts (claims, inflation, climate)
  • Strengthen explainability of regulatory and business decisions

Typical cases:

  • Multi-factor pricing (auto, health, home)
  • Climate and natural catastrophe risk analysis
  • Insurance portfolio allocation and management
  • Long-term profitability optimization

Fraud, compliance and claims management

ScalFraud is used by insurers to:

  • Detect complex and emerging fraud
  • Reduce false positives and prioritize critical alerts
  • Understand the causal mechanisms of fraudulent behavior
  • Optimize investigation and claims management processes

Typical cases:

  • Claims fraud detection (auto, health, home)
  • Fraudulent network analysis
  • Prioritization of cases to investigate
  • Optimization of processing time and costs

Decision, simulation and strategic steering

ScalTwin is used by insurers to:

  • Simulate the real impact of decisions before deployment
  • Test different strategies in complex environments
  • Understand interactions between business, risk, and market variables
  • Secure strategic arbitrage decisions

Typical cases:

  • Simulation of pricing strategies
  • Impact of prevention programs
  • Macro scenarios (inflation, climate, regulation)
  • Strategic portfolio steering

Scoring, performance and automated decision-making

ScalScore is used by insurers to:

  • Improve scoring and risk assessment decision quality
  • Identify truly explanatory variables of insured behavior
  • Reduce bias and strengthen model robustness
  • Automate decisions while remaining explainable

Typical cases:

  • Insurance risk scoring
  • Customer segmentation and offer personalization
  • Churn prediction and reduction
  • Optimization of acceptance and underwriting decisions
Tall buildings viewed from below representing the insurance industry

Explore Scalnyx for insurance.

Discover how causal AI can improve claims, fraud detection, and risk pricing for your organization.

Request a demo