On-Prem AI Agents for Insurers & Carriers
Deploy a governed on-premise platform with private RAG over policy and claims data, model routing, immutable audit logs & role-based access. EU AI Act, Solvency II, IDD & DORA alignment — 40–60% lower AI cost versus hosted clouds.
The AI dilemma in insurance
Carriers sit on decades of policy wording, claims history, and underwriting data — exactly the material AI is best at. But every model that touches a claims file or a medical report becomes a regulated, high-risk decision that supervisors will eventually want to inspect.
High-Risk Decisions
Underwriting, pricing, and claims decisioning fall squarely under EU AI Act high-risk rules. Every automated step must be explainable, auditable, and free of prohibited bias.
Special-Category Data
Health records, financial data, and personal claims information are among the most sensitive data that exists. Sending it to a hosted LLM is a non-starter for most DPOs.
Loss-Adjustment Pressure
Combined ratios are tight. AI must measurably cut cycle times and loss-adjustment expense — not become another cost centre that's impossible to justify to the board.
Legacy Document Sprawl
Policy wordings, endorsements, schedules, and correspondence live across PAS, claims, and document systems. Knowledge is locked in PDFs no human can search fast enough.
Governed AI that your DPO and your supervisor both approve
Data Sovereignty
Complete Data Sovereignty
Policyholder data never leaves your infrastructure.
Deploy VDF AI entirely on-premises or in your private cloud. No external API calls. No claims notes, medical reports, or PII traveling to third-party servers. Special-category data stays exactly where your DPO and security team require it.
"Our DPIA used to take weeks per use case. With everything on-prem, the data-transfer questions simply disappear."
Zero external dependencies
Compliance
Regulatory Compliance Built-In
EU AI Act & Solvency II ready from day one.
VDF AI provides the governance infrastructure insurance supervisors demand:
- Complete Audit Trails — every claims, underwriting, or pricing assist logged with inputs, outputs, and model attribution
- Explainability Reports — human-readable reasoning for each decision, ready for actuarial and conduct review
- Bias & Fairness Evidence — auditable evaluation reports across model versions to demonstrate non-discrimination
- Human-in-the-Loop Gates — approval steps before any decision affecting a policyholder is acted on
- Role-Based Access — claims, underwriting, and actuarial data segregated by duty
EU AI Act · Solvency II · IDD
Cost Control
Intelligent Cost Management
Cut loss-adjustment expense, not corners.
Insurers demand accountability for every euro of spend. VDF AI delivers:
- Per-Operation Cost Tracking — know exactly what each claims or underwriting task costs
- Model Routing Optimization — route routine triage to small models, reserve frontier models for complex losses
- Budget Controls — set limits by line of business, function, or time period
- ROI Reporting — connect AI assistance to cycle-time and LAE improvements for the board
- 40–60% Cost Reduction — compared to traditional cloud AI approaches
vs. hosted cloud alternatives
Use cases for insurance
Claims Triage & FNOL
Agents that read first-notice-of-loss submissions, classify severity, extract key facts, and route claims to the right adjuster — with full audit trails.
Underwriting Assistance
Summarise submissions, surface relevant policy wording and risk appetite, and draft underwriter rationale — keeping a human in the loop for every bind decision.
Fraud-Signal Summarisation
Agents that correlate claims data, flag anomalies, and assemble investigator-ready summaries — with explainability for every flag raised.
Policy & Coverage Q&A
Semantic search across policy wordings, endorsements, and schedules so service and claims teams get accurate coverage answers in seconds — fully cited.
Policyholder Communications
Draft clear, compliant decision letters and customer responses grounded in the actual claim and policy — reviewed by a human before sending.
Regulatory & Actuarial Reporting
Agents that monitor regulatory change, draft Solvency II and conduct documentation, and synthesise actuarial research — every output traceable to source.
Technical specifications for insurance
| Requirement | VDF AI Capability |
|---|---|
| On-premise deployment | Full on-premises, private-cloud, sovereign-cloud, or air-gapped deployment options |
| Data sovereignty | Models, embeddings, claims files & policyholder data remain inside your sovereignty and residency perimeter |
| Special-category data | Health and financial data processed locally — no special-category data leaves your boundary |
| Private RAG | Policy wordings, endorsements, claims notes & manuals stay on-premise inside your governed vector-store boundary |
| Role-based access | RBAC-scoped agents, tools & knowledge — claims, underwriting & actuarial segregation of duties |
| Model routing | Tier-aware routing keeps routine triage on smaller models — frontier models reserved for complex losses & research |
| Audit logs | Immutable audit logs for prompts, retrievals, tool calls & responses — SIEM export & long-term custody |
| Integration examples | Policy administration (Guidewire / Duck Creek-style) adapters, claims & CRM APIs, MCP to internal pricing & risk systems |
| Encryption | At-rest and in-transit, customer-managed keys |
| Authentication | SSO, LDAP, Active Directory, MFA |
| Uptime SLA | 99.9% (Enterprise tier) |
What changes after rollout
Questions insurance teams ask
Is VDF.AI compliant with the EU AI Act, Solvency II, IDD, and DORA for insurers?
VDF.AI is built for regulated insurers and aligns with EU AI Act high-risk system controls, Solvency II governance and model documentation expectations, IDD conduct and suitability requirements, DORA operational-resilience standards (insurers are financial entities under DORA), and GDPR data residency. Every prompt, retrieval, tool call, and model response is captured as immutable audit logs, and the platform deploys fully on-premise or in a sovereign cloud so policyholder data, claims files, and medical underwriting information never leave your perimeter.
How does VDF.AI help with fairness and anti-discrimination in underwriting and pricing?
AI used in underwriting and pricing is treated as high-risk and faces growing scrutiny from the EU AI Act, the NAIC Model AI Bulletin, and national supervisors. VDF.AI keeps every decision explainable: the full reasoning path, the documents retrieved, and the model used are logged for each case. Role-based access, human-in-the-loop approval gates, and auditable evaluation reports give actuarial and compliance teams the documentation they need to demonstrate that automated assistance did not introduce prohibited bias.
Can VDF.AI accelerate claims processing without sending data to a third party?
Yes. Common deployments include first-notice-of-loss triage, claims document extraction, coverage checking against policy wording, fraud-signal summarisation, and drafting policyholder communications. Each agent runs inside a governed, on-premise workspace with full audit trails — so you get faster cycle times and lower loss-adjustment expense without exposing claims files or PII to an external API.
Why on-premise AI instead of a hosted cloud provider for insurance?
Hosted providers require sending prompts and document fragments — claims notes, medical reports, policy data — to third-party infrastructure. For insurers, that creates GDPR data-residency conflicts, special-category-data exposure, and DPIA overhead for every use case. On-premise AI keeps policyholder data, health information, and actuarial models inside your perimeter: no third-party access, no cross-border transfer questions, no surprise terms-of-service changes.
Ready to deploy compliant insurance AI?
Talk to our team about your claims, underwriting, and regulatory requirements.