Architecting the AI backbone of intelligent insurance: How to engineer a scalable and performant enterprise AI platform

An engineer with prior experience at Meta describes founding Outmarket AI to apply scalable, reliable engineering and AI to commercial insurance; the report highlights the industry’s legacy systems (paper records, COBOL mainframes), slow adoption of AI, and the complexity of underwriting tasks such as workers' compensation and general liability where many documents and manual processes create inefficiencies.