AI agents for Insurance
Claims intake, document extraction, and policy-servicing queues grow faster than adjuster headcount. SIAS deploys agents from the Insurance (INS) group across first notice of loss through subrogation — adjudication agents recommend, adjusters decide above defined thresholds, and every action is logged.
An insurance operation is a pipeline of documents waiting for judgment: FNOL reports, medical records, repair estimates, policy endorsements, and fraud referrals. The judgment is scarce; the document handling around it is what actually sets cycle time.
The catalog is built on a simple division of labor: agents extract, assemble, and recommend; licensed humans decide. That keeps regulators satisfied, keeps adjusters in control above defined thresholds, and still takes the routine handling off their desks.
Agent use cases for insurance
Every use case below maps to named agents in the SIAS catalog (506 agents across 8 domains), grounded in your corpora and governed by the three autonomy tiers: T1 read-and-report, T2 supervised writes, T3 human-gated.
Claims intake (FNOL)
Captures first notice of loss, extracts the facts, and routes the claim with a structured file.
Catalog agents: Claims Intake (FNOL) (INS)
Autonomy: T2
Adjudication support
Assembles the claim file against policy terms and recommends; adjusters decide above thresholds.
Catalog agents: Claims Adjudication Support (P&C) (INS)
Autonomy: T1
Underwriting assistance
Gathers risk information and drafts underwriting summaries against your appetite guidelines.
Catalog agents: Underwriting Assistant (INS)
Autonomy: T1
Policy servicing
Handles endorsement requests, document generation, and servicing correspondence under supervision.
Catalog agents: Policy Servicing (INS); Tier-1 Support (CXP)
Autonomy: T2
Fraud and SIU support
Surfaces fraud indicators from claims data and assembles referral files for investigators.
Catalog agents: Fraud SIU Support (INS); Anomaly Detection (DAT)
Autonomy: T1
Subrogation identification
Flags recovery opportunities that would otherwise be missed in closed-file reviews.
Catalog agents: Subrogation Identification (INS)
Autonomy: T1
Actuarial support
Prepares data and drafts analysis against actuarial tables; pricing decisions stay human.
Catalog agents: Actuarial Assistant (INS); Forecasting (DAT)
Autonomy: T1
Quote comparison
Compares quotes and coverage side by side for producers and service teams.
Catalog agents: Quote Comparison (INS)
Autonomy: T1
State regulatory compliance
Tracks state-by-state regulatory change and maps it to your controls and filings.
Catalog agents: Regulatory Change Monitoring; Compliance Mapping (SOC 2 / ISO 27001 / HIPAA / PCI / FedRAMP) (GRC)
Autonomy: T1
Retention and churn signals
Reads servicing interactions for churn risk so retention teams act before renewal.
Catalog agents: Churn Risk; Sentiment Analysis (CXP)
Autonomy: T1
How a rollout runs
- T1 extraction and triage. FNOL extraction, adjudication recommendations, and fraud flags run read-and-report against your claims corpus.
- T2 servicing updates. Policy servicing and correspondence write to systems of record within scoped credentials and change windows.
- Payouts and denials stay T3. Any payment, denial, or coverage decision is draft-only behind named approvers with four-eyes enforcement.
Questions insurance buyers ask
Who decides on claims — the agent or the adjuster?
The adjuster, always, above defined thresholds you set. Adjudication agents recommend: they assemble the file, check it against policy terms, and attach the evidence. That division is written into the catalog scope for the Insurance group and enforced by autonomy tiers, not by prompt wording.
Can this work with our claims platform?
Agents integrate through scoped, broker-issued credentials against the systems you already run, and are grounded in your policy documents, claims files, and state regulations. Writes happen only at supervised tiers within change windows. Integration scope is defined in discovery before anything is deployed.
How is fraud detection kept from flagging good customers?
Fraud SIU Support surfaces indicators and assembles referral files; it does not deny, delay, or decide. Investigators review every referral, and the agent’s reasoning is logged and explainable per action. Thresholds are tuned with your SIU team during the sandboxed rollout.
Where do insurance engagements usually start?
FNOL intake or adjudication support at Tier-1, because claims volume is where cycle time and loss-adjustment expense concentrate. A Starter Pilot proves extraction quality on your real documents without write access. Subrogation identification is a common second agent because it finds money that is currently left behind.
Adjacent industries
Financial Services
Governed AI agents for banking and financial services: KYC/AML screening, transaction monitoring, reconciliation, and regulatory reporting with model-risk documentation and full audit trails.
Healthcare
Governed AI agents for healthcare: prior authorization, clinical documentation, patient intake, denial management, and HEDIS reporting — PHI tenancy-isolated, every action logged.
Real Estate
Governed AI agents for real estate: lease abstraction, tenant service, AR and collections drafting, portfolio reporting, facilities dispatch, and listing content — every action logged.
Scope the first agent for your insurance stack
A 30-minute discovery call maps your highest-friction queue to catalog agents and a Tier-1 starting point. Fixed-fee engagements from a $15K Starter Pilot — full pricing is on the enterprise page.
Book a discovery call