Claims

Rising deductibles are shifting more storm damage costs to property owners, creating a gap between coverage and affordable recovery.

The insurance industry's data problem isn't scarcity — it's the inability to confidently compare claims benchmarks across different sources and populations.

Workflow orchestration in workers' comp can use language models to automate routine claim responses while keeping critical decisions with adjusters.

Most P&C carriers have AI in production, but almost none achieved adoption because models sit beside claims decisions, not inside them.

Policy administration systems can open claims, but you'll find that managing the full journey requires purpose-built tools that reduce manual friction.

As AI scales, insurers relying on sampling to audit AI decisions may be kidding themselves.

Carriers struggle to answer about fraud and risk because their data platforms weren't built to understand relationships.

Insurers can dismantle organizational silos by shifting from project-based work to product teams built around shared capabilities like underwriting and claims.