
Press Release: Partner Announcement
Concirrus and Diesta Partner to reduce the time from Quote-to-Cash in the Specialty Insurance Market
The Enterprise Model for Universal Ingestion gives carriers, MGAs, and brokers an instant on-ramp to AI-driven underwriting.
It delivers AI submission automation that ingests, cleans and structures complex risk data across any class of business, enabling immediate, group-wide gains in speed, consistency, and control.
It is the same proven technology that powers our specialist models. Ready to deliver ROI from day one and scale with you as appetite grows.
Our proprietary insurance document ingestion engine uses large language models trained for insurance context. It captures and validates all the fields underwriters need — not just simple name and address — but the nuanced data that drives accurate pricing and better risk selection.
Your teams and broker partners can upload or forward raw submissions (emails, spreadsheets, word docs, PDFs), and the model instantly returns clean, structured, underwriter-ready data. The result is a single digital feed into your rating, pricing and core systems — cutting manual handling and speeding up time to quote.
Unify submission automation across divisions and geographies.
Capture the deep contextual data that matters for accurate underwriting.
Extend AI across multiple lines without rebuilding from scratch.
Reduce human error and standardise data intake.
AI-driven workflows boost accuracy and speed – so you can win more business, faster.
Whether you write, place, or manage Marine, Aviation, PV&T, Construction, or other specialty risks, the Enterprise Model for Universal Ingestion helps carriers, MGAs, and brokers quote faster, improve submission quality, and increase quote-to-bind ratios. It provides a fast, low-friction way to bring AI-driven submission automation into your business.
Start simple, prove value, then expand to our line-specific ingestion models to achieve higher accuracy, deeper risk understanding, and scalable automation as your portfolio evolves.

Concirrus and Diesta Partner to reduce the time from Quote-to-Cash in the Specialty Insurance Market

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