Derisk360
Use case

Regulatory Reporting

Insurance regulatory reporting agents assist solvency returns, regulatory filings, and audit documentation — with data lineage, controlled agent outputs, and human review for material disclosures.

Insurance regulatory reporting agents assist solvency returns, regulatory filings, and audit documentation — with data lineage, controlled agent outputs, and human review for material disclosures.

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PROBLEM[ 01 / 06 ]

Why regulatory reporting automation fails

Insurers must reconcile actuarial data, claims reserves, and policy systems for regulatory returns — agents without governed lineage produce outputs regulators and internal audit cannot validate.

Production regulatory reporting requires controlled agent outputs, full data lineage, escalation for material findings, and documentation compliance teams can sign off on.

Key takeaways

Production regulatory reporting for insurance — not proof-of-concept

Embedded FDEs in your environment

Evaluation and guardrails from day one

Typical go-live under 12 weeks

SOLUTION[ 02 / 06 ]

How Derisk360 delivers insurance regulatory reporting

Embedded FDEs map regulatory reporting workflows — data extraction, validation, report assembly, and audit documentation. Context engineering connects policy, claims, and actuarial systems via MCP. Agents assist report preparation with citation-grounded outputs and human review gates.

FDEEs calibrate eval harnesses against historical filings and regulatory scenarios. Go-live in your VPC with audit trails. Typical result: faster regulatory return preparation with audit-ready documentation — as demonstrated in catastrophe and claims operations engagements.

DELIVERABLES[ 03 / 06 ]

Concrete artefacts, not slide decks.

01 / DISCOVER

Use case scoping

Embedded FDEs map regulatory reporting workflow, data sources, and compliance requirements.

02 / CONTEXT

Context unification

MCP connections and governed retrieval for every system the agent touches.

03 / BUILD

Agent configuration

Multi-agent workflow with guardrails, human-in-the-loop, and eval harnesses.

04 / GO-LIVE

Production deployment

Secure deployment in your VPC with audit trails and FDEE monitoring.

HOW WE DELIVER[ 04 / 06 ]

Four phases to production go-live.

01 / PLUG IN

Embed & discover

FDEs embed in your insurance operations to scope regulatory reporting workflow and compliance requirements.

02 / INGEST

Unify context

Connect source systems into a governed context layer — MCP, knowledge graphs, and field mapping in your environment.

03 / BUILD

Configure & evaluate

Configure governed agents, eval harnesses, and policy controls for regulatory reporting.

04 / RUN

Deploy & monitor

Go live securely in your cloud with FDEE-led monitoring, continuous evaluation, and proactive tuning.

USE CASES[ 05 / 06 ]

Where this applies.

INSURANCE

Regulatory Reporting

Regulatory reporting agents with data lineage, controlled outputs, and audit-ready documentation.

GOVERNANCE

Audit-ready deployment

Full audit trails, explainability, and model risk documentation.

OPERATIONS

24/7 managed AI ops

Continuous monitoring and incident response post go-live.

PROVEN[ 06 / 06 ]

Production outcomes, not pilot metrics.

−35%

Regulatory return preparation time with governed agent assistance.

<11wks

Typical go-live for insurer regulatory reporting accelerators.

100%

Data lineage coverage for agent-assisted regulatory outputs.

See customer outcomes →

Related resources

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Book a discovery call and we'll map your highest-value use case — and exactly how we get it into production.

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Frequently asked questions

What is regulatory reporting?
Regulatory reporting agents with data lineage, controlled outputs, and audit-ready documentation.
How does Derisk360 deliver this for insurance?
Embedded FDEs run accelerator sprints — context, agents, eval, deploy, operate — in your VPC.
How do I scope an engagement?
Book a discovery call at derisk360.com/book.
What accelerators support regulatory reporting?
Industry Implementation Accelerators, Context Engineering, Agentic Transformation, and Evaluation & Guardrails — scoped during discovery.
Can we start with a single workflow?
Yes. Accelerators focus on one high-value use case first — then expand the pattern across adjacent workflows.