The company’s architecture functions as a modular layer rather than a replacement for existing systems of record. By utilizing modern APIs and configurable data exchanges, the workbench integrates directly with major industry platforms, including Guidewire, Duck Creek, and Sapiens. This approach allows underwriters to access AI-driven intake, enrichment, and scoring without the disruption of a full core system overhaul.
At the heart of this integration is a proprietary commercial P&C ontology. This framework enables the platform to translate diverse data models and classification schemas across different environments, ensuring a unified experience for underwriters regardless of the underlying software. According to CEO John Stammen, the goal is to provide the necessary connective tissue between underwriting intelligence and existing core systems. The workbench, powered by the company's Risk Context Engine, is currently available for carriers and MGAs seeking to deploy AI decisioning without waiting for long-term digital transformation cycles.





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