Insurance
AI operations infrastructure for carriers, MGAs, and TPAs—where document volume, underwriting complexity, and compliance demands require speed without sacrificing accuracy or auditability.
What This Industry Needs
- Fast, consistent decisions across high-volume submission intake, underwriting, and claims
- Document intelligence that reads submissions, policies, loss runs, and supporting materials in context
- Compliance, audit trails, and explainability embedded into every workflow
- Institutional knowledge preserved and accessible—not locked in senior staff
- Systems that scale throughput without proportional headcount increases
Where We Deliver Value
Submission Intelligence
Analyze ACORDs, loss runs, SOVs, and supplemental documents—surface risks, gaps, and inconsistencies before underwriting begins.
Underwriting Decision Support
Match submissions against underwriting guidelines, flag exceptions, and produce underwriter-ready summaries with full citations.
Policy and Service Intelligence
Answer complex policy questions instantly—across endorsements, riders, and multi-document policy structures.
Claims Triage and Analysis
Accelerate first notice of loss processing, coverage verification, and claims documentation review.
Compliance and QA Automation
Enable 100% audit coverage—detect discrepancies between applications, interviews, and policy data automatically.
Knowledge Retention
Capture and operationalize institutional expertise so junior staff perform at senior levels from day one.
How It Works
Discover — Identify the workflows where document volume, decision complexity, and compliance pressure intersect.
Build — Deploy an inference app configured to your underwriting guidelines, policy structures, and operational rules.
Operate — Scale throughput with governance, observability, and continuous improvement—without adding headcount.
Built on infrastructure designed for insurance operations
Insurance operations demand explainability, compliance, and reliability. Inferr.ing delivers purpose-built inference apps on the Catalyst runtime—so every decision is traceable, every output is citable, and every system is built to last.
Ready to transform insurance operations?
Polyrific delivers inference apps that read documents, apply your rules, and produce auditable results—in weeks, not months.