Distilled from 200+ enterprise deployments. These are the principles that separate successful Claude programmes from stalled pilots.
Start with claims triage — sorting inbound claims by complexity and priority has immediate, measurable ROI.
This applies across insurance organisations of all sizes. Teams that follow this principle consistently report better adoption rates and faster ROI realisation.
Use Claude for coverage opinion memos — it dramatically reduces senior adjuster time on routine decisions.
This applies across insurance organisations of all sizes. Teams that follow this principle consistently report better adoption rates and faster ROI realisation.
Load your full policy wording and endorsements as context for accurate, binding coverage analysis.
This applies across insurance organisations of all sizes. Teams that follow this principle consistently report better adoption rates and faster ROI realisation.
Integrate with your claims system (Guidewire, Duck Creek) for seamless data flow.
This applies across insurance organisations of all sizes. Teams that follow this principle consistently report better adoption rates and faster ROI realisation.
Build a human review gate for all claims decisions above a defined threshold — AI recommends, adjuster decides.
This applies across insurance organisations of all sizes. Teams that follow this principle consistently report better adoption rates and faster ROI realisation.
Use Claude for reserve adequacy reviews — analysing case notes to flag reserve creep early.
This applies across insurance organisations of all sizes. Teams that follow this principle consistently report better adoption rates and faster ROI realisation.
Pilot in a low-severity commercial lines class before motor or health claims.
This applies across insurance organisations of all sizes. Teams that follow this principle consistently report better adoption rates and faster ROI realisation.
Train claims staff to provide feedback on AI outputs — it improves accuracy and builds ownership.
This applies across insurance organisations of all sizes. Teams that follow this principle consistently report better adoption rates and faster ROI realisation.
Use Claude to draft reinsurance bordereau narratives — saves significant broker/cedant time.
This applies across insurance organisations of all sizes. Teams that follow this principle consistently report better adoption rates and faster ROI realisation.
Track severity leakage reduction alongside processing time as your twin ROI metrics.
This applies across insurance organisations of all sizes. Teams that follow this principle consistently report better adoption rates and faster ROI realisation.
❌ Deploying without a clear ROI measurement framework
❌ Skipping the change management and training programme
❌ Trying to automate safety-critical decisions without human review
❌ Going straight to customer-facing AI without internal pilot first
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