Article

Insurance Claims: Straight-Through Until It Is Not

2026-08-19

Insurance Claims: Straight-Through Until It Is Not

Designing AI-assisted claims around exceptions, approvals, and evidence instead of the happy path.

The operating problem

Straight-through processing is attractive because the path is easy to count. Claims trust is decided in the exceptions: incomplete documentation, conflicting evidence, policy ambiguity, suspected fraud, vulnerable customers, or a decision with material consequences.

What the review should cover

• Separate eligibility, recommendation, and payment authority
• Make policy and evidence sources visible
• Route ambiguity instead of smoothing it away
• Preserve adjuster judgment and rationale
• Review exception outcomes after deployment

Start with a real scenario

A responsible workflow can be fast on ordinary claims and deliberately slower on ambiguous ones. The design goal is not uniform autonomy. It is the right decision boundary for each case class.

Where JarviSIM and JSWARM fit

JarviSIM can help capture claims reality from interviews, SOPs, documents, and reference structures. JSWARM can carry the approved future-state through a delivery cycle with explicit scenarios, testing, review, and closeout.

Practical next step

Bring one claims exception to an intent-versus-ground-conditions walkthrough.

LSA Digital's approach is to start with bounded work, visible evidence, and human accountability. Public claims should reflect pilot evidence as it is established, not assume results before deployment.