Debriefing the Case Study
Explore how to effectively debrief an insurance AI claims triage case by identifying key elements for strong answers. Learn to maintain a routing-only scope, ensure traceability, and tie oversight to real governance frameworks. Understand how these aspects connect across discovery, design, and values rounds to meet Anthropic’s FDE interview expectations and regulated industry requirements.
The Harborline case has now run its full course. Discovery captured the routing rules and scoped the pilot to one center, the technical design made every routing decision traceable to its source, and the values conversation turned a premature three-center launch into a staged rollout. Each stage matched a part of Anthropic’s FDE interview loop.
A debrief steps back from the details. Interviewers hear many answers to an insurance case like this one, and the strong answers share a few features that weak ones lack. Seeing those patterns side by side makes them easier to reproduce under pressure. It also shows how the three rounds connect, since a weak answer early in the case usually forces a weak answer later.
The clearest place to start is what every strong answer has in common.
Three markers of a strong answer
Across discovery, design, and pushback, strong answers to the Harborline case show three markers.
An explicit routing-only scope: The candidate states that the system reads claims and routes them, and that coverage and payout decisions stay with adjusters. The first deployment covers one claims center.
Auditable, source-attributed outputs: Every claim type, severity signal, and queue cites the claim text behind it, and every routing decision is logged, so the insurer can explain any decision ...