Specialty risks are non-standard by definition. Wordings are negotiated, often bespoke, and frequently carry manuscript clauses bolted onto a base form. A claims adjuster must reconcile the FNOL evidence against the actual policy in force, not a standardised product template. Generic claims AI built for motor or home does not transfer; the retrieval, reasoning and citation patterns all break on specialty documents.
Delegated authority adds a further layer. The carrier may not have written the original wording at all: the binder, the slip, the certificate and the treaty schedule sit between the loss and the policy. A copilot has to operate across the cover slip, the certificate of insurance, the wording and the treaty programme, and reconcile them when they disagree, which they sometimes do.
The economic stakes also differ. Cycle time matters less than reserve accuracy on a large energy or marine loss, and leakage or over-payment in specialty often dwarfs any cycle-time gain. The copilot's design priorities therefore shift towards accuracy, auditability and clause-grounded reasoning, with cycle time as a secondary outcome rather than the headline metric.
Document and free-text extraction from broker email, loss notification and surveyor report. The copilot extracts insured entity, peril, location, estimated quantum and likely treaty layer, then routes the file to the appropriate adjuster queue with a structured intake record.
Retrieve the specific policy wording, the slip and any manuscript clauses in force at the date of loss. Coverage opinions are attributed to clause references and page anchors that the adjuster, broker and reinsurer can audit independently against the source documents.
Generate a first reserve drawn from comparable historical losses, the treaty structure and the ceded share. Calculation traces are explicit: each component figure is shown with its source, not produced as an opaque single number that the adjuster must defend on faith.
Identify the quota share, surplus, excess-of-loss and stop-loss layers in play for the affected line and underwriting year. Flag bordereaux obligations, reinsurer notification triggers and any cash-call thresholds that the cedant must observe under the treaty wording.
Generate the brief and the target outcomes for the appointed adjuster or surveyor. Manage the document exchange, track milestones against the agreed scope, and surface drift from the brief early enough for the handling adjuster to intervene before findings are finalised.
Calculation support for partial loss, sub-limits, deductibles, sliding-scale clauses and policy-language disputes. The final settlement memo carries full clause attribution, the reserve history, the reinsurance recoveries calculation and any open coverage points referred to leadership.
“Specialty claims work fails when the AI cannot explain itself to the adjuster, broker and reinsurer simultaneously. The leverage is in clause attribution, not in cycle-time reductions you cannot defend on a contested loss.”
Wordings are negotiated and non-standard. Coverage depends on the actual policy and treaty in force, not a standard form, so generic retrieval and reasoning break on the first manuscript clause.
The binder, slip, certificate and treaty schedule sit between the loss and the underlying policy. The copilot must reason across all four artefacts, surface disagreements between them, and trace coverage opinions to the controlling document.
UK insurers are not directly in PRA SS1/23 scope; the principles took effect for UK banks on 17 May 2024. Practice has converged on similar model governance standards, so treat a claims copilot as a model and document it accordingly.
Annex III nominates pricing and risk-assessment AI as high-risk for life and health insurance. Claims AI generally falls outside Annex III, but Article 50 transparency applies to customer-facing chat, and general-purpose model obligations sit upstream.
8 to 16 weeks to a production-ready copilot with clause attribution, an evaluation harness tuned to specialty wordings and a full audit pack. Partner-led, fixed fee, model-agnostic architecture.
Specialty insurance claims sit inside the Lloyd's and London market structure: negotiated wordings, delegated authority, treaty layers and managing-agent oversight. A claims copilot earns its place by attributing every coverage opinion to a clause the adjuster, broker and reinsurer all trust, supporting reserves with explicit calculation traces, and respecting reinsurance triggers and bordereaux obligations. KPIs move on leakage and reserve volatility before cycle time. The regulatory overlay spans Lloyd's Minimum Standards, PRA-aligned model governance, the EU AI Act and FCA Consumer Duty. Moweb delivers partner-led in 8 to 16 weeks with a full audit pack.