Insurance and Actuarial
Insurers and actuarial teams need to price risk on the most sensitive material a person owns: medical histories, criminal records, financial exposures and corporate liabilities. That same material is exactly what cannot sit on a third-party cloud, because special-category processing, high-risk AI obligations and prudential expectations all converge on it at once. Mickai runs underwriting models, claims adjudication and fraud screening locally, on hardware the insurer owns under keys it holds, so no client risk profile is ever handed to an external processor. The data never leaves the building, and the model still produces accurate, custom premiums with a fairness and explainability trail behind every decision.
Insurers, reinsurers, MGAs and actuarial teams that price and adjudicate risk on highly sensitive personal and corporate data.
Medical underwriting, criminal checks and liability exposures feed pricing yet cannot lawfully or safely sit on a third-party cloud under Article 9 and high-risk AI rules.
Underwriting, claims adjudication and fraud screening run offline on hardware the insurer owns, under its own keys, with no client risk profile leaving the building.
Accurate, custom premiums and faster claims with a built-in fairness and explainability trail, and no risk profile ever seen by an external processor.
These architectural choices support control over the workflows in your deployment. Their benefits depend on configuration, integrations and operating practices. Review external connections, physical security, access and compliance responsibilities together.
Scope inference, extraction, retrieval and storage on infrastructure you control. Document and test any external connector, support channel or transfer before describing a workflow as zero-egress.
Workflows with local models, data and supporting services can continue offline. Live external email, calendars and other services need an approved connection or controlled import, with clear unavailable and pending states.
Map prompts, documents, indexes, logs and backups to their processing and storage locations. Local hosting supports control of location; access, retention and any transfers still need review.
Prepare and classify source records, preserve permissions and evaluate answers against the originals. Retrieval and model training are separate choices; agree data use and licences for each.
Compare hardware and licences alongside integration, power, administration, support, updates, evaluation and recovery. Measure cost at the required workload and quality before claiming savings.
Define who holds keys, who can administer the system and which actions need approval. Test denied requests, revoked access and audit records. Physical security, insider risk and incident response remain operational responsibilities.
Agree version selection, signed update procedures, rollback, data export and licence rights. Reassess requirements as software and obligations change; owning hardware does not remove maintenance or compliance work.
Review the requirements relevant to your organisation, jurisdiction and intended use with your responsible teams. Cloud services can be appropriate subject to applicable safeguards; on-premise deployment alone does not establish compliance or remove supplier responsibilities.
The kind of organisation this serves, named illustratively from public information to characterise the market. These are target profiles, not customers: Mickai has no relationship, engagement, trial, or endorsement with any of them.
The enterprise studios that lead in this sector, drawn from the eighteen that sit on the one sovereign substrate. Scope their local processing, operator-held keys and Open Audit Record coverage for the proposed deployment. Confirm availability and any external integrations before relying on a workflow.
Underwriting and Actuarial
Underwriting and actuarial models run offline on the insurer's own hardware, so medical and financial inputs to premium pricing never reach a third-party processor. Claims adjudication is reasoned through on the same sovereign substrate, so loss data and reserving judgements stay under the insurer's keys.
Fraud and Anomaly Detection
Fraud and anomaly detection screens claims and applications locally, keeping suspect-case data and investigative signals inside the building.
Compliance and Regulator Mode
Compliance and Regulator Mode produces the fairness, explainability and decision-audit trail that high-risk insurance AI and FCA conduct rules call for.
Audit
Audit captures an immutable record of every pricing and claims decision, so reserving judgements and model outputs can be evidenced to regulators and internal auditors without exporting the underlying data.
Executive BI
Executive BI reports portfolio risk, loss ratios and pricing performance to the board without exporting the underlying policy and claims data.
See all eighteen on the sovereign services catalogue.
Insurers are under simultaneous pressure to personalise pricing with richer data and to prove that the same data and models are fair, explainable and properly governed, a combination that makes cloud AI a growing legal and reputational liability rather than a shortcut. A sovereign substrate lets carriers, reinsurers, MGAs and actuarial consultancies adopt advanced underwriting and claims AI while keeping the most regulated material entirely in-house.
Measure value, cost and risk on hardware you control.
Insurers win sharper, more individualised premiums and faster claims adjudication while removing the third-party cloud-exposure vector for medical, criminal and liability data; physical and insider controls remain the insurer's own. The fairness and explainability trail is generated as the work is done, shortening regulatory and internal-audit cycles, and the recurring per-seat and per-call cost of external AI services is displaced by capacity the insurer owns outright.
Map the sovereign stack to your insurance and actuarial estate.
Briefings are for organisations weighing a sovereign, on-premises deployment. Tell us about your estate and we will walk the pack, the regulatory crosswalk, and the deployment that fits your estate.