AI Infrastructure for Insurance

Build language models that truly understand insurance. Deploy reliable classification systems with performance guarantees. Keep your data secure in your environment.

Insurance Shield AI

Insurance-Native Language Models

Pre-train models on your insurance corpus to build AI that speaks your language - from policy terminology to claims jargon to underwriting nuances.

  • Understands policy language, exclusions, and coverage terms
  • Trained on your historical claims and underwriting data
  • Knows ICD-10 codes, ACORD forms, and industry standards
  • Contextual understanding of risk factors and actuarial concepts
Insurance Analytics
Risk Classification

True Classification Models for Reliable Decisions

Our proprietary training technique transforms LLMs into true classifiers with performance guarantees, error margins, and PR curves - not just prompts hoping for the right answer.

  • Claim severity classification - Route to appropriate adjusters
  • Fraud detection - Flag suspicious patterns with confidence scores
  • Risk tier assignment - Categorize applications accurately
  • Document classification - Auto-route forms and attachments

Real Performance Metrics, Not Marketing Claims

Get actual precision-recall curves, confusion matrices, and error bounds for every model

Measurable Accuracy

Know exactly how your models perform with PR curves, F1 scores, and confidence intervals

Production-Ready

Models optimized for low latency with SLAs suitable for real-time decision making

Continuous Learning

Retrain on your feedback to improve accuracy over time while maintaining stability

Your Data Never Leaves Your Environment

Deploy models in your VPC, on-premise, or in your private cloud. We provide the infrastructure - you maintain complete control.

  • Deploy in your AWS, Azure, GCP, or on-premise environment
  • No data ever touches our servers - full data sovereignty
  • SOC 2 Type II and HIPAA compliant infrastructure
  • Audit logs and access controls you manage
Data Security

Built for Insurance Scale and Compliance

Regulatory Ready

Meet state insurance regulations with explainable AI decisions

Continuous Improvement

Models that learn from adjuster feedback and outcomes

Enterprise Security

Bank-grade encryption and access controls

API-First Design

Integrate with Guidewire, Duck Creek, or custom systems

What Insurance Leaders Achieve

95%+

Accuracy on claim classification

<100ms

Inference latency for real-time decisions

0

Data leaves your environment

50%

Reduction in manual review

Ready to Build AI That Actually Understands Insurance?

Join leading insurers deploying reliable, grounded AI models with real performance guarantees.

© 2026 Emissary. All rights reserved.