Four Weeks of Reconciliation Shouldn't Be the Standard
CAT close at a $3B-$15B GWP carrier involves pulling loss development data from Guidewire ClaimCenter, importing RMS Risk Modeler and Verisk AIR Worldwide model outputs, mapping individual losses to the correct treaty layers in ResQ, calculating gross and net reinsurance positions, and assembling a recoverable report that meets NAIC, GAAP, and Stat requirements. Each step has manual touchpoints, and each handoff introduces delay. When statutory reporting deadlines are fixed and the CAT loss development data is still moving in the first weeks after an event, reinsurance teams are reconciling a moving target in parallel with routine portfolio work. The four-week cycle isn't a sign of inefficiency — it's what happens when a genuinely complex calculation runs on manual infrastructure.
Automated Treaty Layer Mapping and Recoverable Calculation
An AI Labor Company agent mines the reinsurance team's CAT loss development and recoverable calculation workflow from Guidewire ClaimCenter and Snowflake, capturing the treaty layer mapping logic, the gross-to-net calculation methodology, and the reconciliation patterns the team applies to RMS and AIR model outputs. The deployed agent extracts loss development data as it updates in Guidewire, maps losses against treaty layers automatically, and calculates gross and net reinsurance positions on a continuous basis rather than as a batch reconciliation at close. The VP Reinsurance receives a review-ready recoverable report rather than a reconciliation task. CAT close in scenarios like this typically compresses from four weeks to under ten days, a 65-85% reduction in the elapsed time from event to filing.
The Business Case: Faster Ceding, Better Capital Visibility
Faster CAT close has direct financial consequences. Reinsurance recoverables that are calculated and presented sooner enable earlier cession, which accelerates cash recovery from reinsurers and improves capital position reporting under NAIC and GAAP/Stat frameworks. For carriers managing multiple CAT events in a single season — which is increasingly the baseline planning assumption — compressing each close cycle also reduces the operational load of running parallel reconciliations. The statutory reporting benefit is straightforward: a team that delivers the recoverable report in ten days rather than four weeks has time to respond to actuary questions and regulator inquiries before the filing deadline, rather than submitting and hoping. The agent is typically live in about 10 weeks.
How does the agent handle situations where RMS and AIR model outputs diverge significantly from Guidewire development data?
The agent flags material divergences between model outputs and actual development data as exceptions requiring actuarial review, rather than resolving them algorithmically. The reconciliation report shows the model, the actual, and the delta — the actuary decides how to treat it.
Can the agent handle multiple concurrent CAT events, such as a wind event and a flood event in the same quarter?
Yes — the agent processes each event under its own treaty context and can run multiple CAT close workflows simultaneously without the serialization constraint that makes concurrent events difficult under manual processes.