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Review and Recovery

Meridian Claims Assistant -- review and recovery design.

Review cost

Unaided, Dana assesses a claim (reading the policy, the photos, and the form, then deciding) in a measured average of 5 minutes 50 seconds. With the assistant's structured, per-clause-cited draft (Step 2), her review -- checking the cited clauses against the photos and confirming or editing the decision -- averages 1 minute 40 seconds, roughly 3.5x faster. This clears the review-as-product bar: the review step is measurably faster than the unaided task, not merely present alongside it.

Vigilance-decrement mitigation

Dana reviews 30-40 claims per shift. Session traces show scrutiny visibly narrowing after approximately the twelfth claim in a row. Mitigations shipped: batches capped at 10 claims before a mandatory 5-minute break; every 8th claim in a batch requires an active per-clause confirmation click rather than a single "approve" action; a random 1-in-12 already-approved claim is silently re-shown later in the shift for a second, independent check. Each mitigation's cost is named and accepted: batching adds context-switching overhead; forced confirmation adds friction to every session; re-audit sampling adds review volume.

Consequence-scaled friction table

ActionReversibilityBlast radiusRequired confirmation
View the assistant's draft recommendationFully reversible (no state changed)None.None.
Edit the draft rationale before decidingFully reversible (edit history retained)Low -- internal draft only.None; auto-saved.
Escalate a claim to a senior adjusterReversible (can be un-escalated)Low-medium -- reassigns internal work.Single click, no modal.
Deny a claimReversible before the policyholder is notified; effectively irreversible afterHigh -- affects the policyholder directly.Preview-and-diff of the denial letter (below) plus explicit confirmation.
Approve a payoutIrreversible once funds are disbursedHighest -- financial and contractual.Preview-and-diff of the payout amount and cited clauses, plus explicit confirmation; no default "approve" shortcut.

Preview and diff

Before Dana confirms an approval, the interface shows the exact payout amount, the exact cited clauses (highlighted against the policy text), and the exact damage-photo regions the assistant flagged as supporting evidence -- side by side with the claim's actual submitted values. This is what would have caught the failure catalogue's Section 3.1-versus-3.4 error: the highlighted clause text, shown directly beside the photo evidence, makes a collision-coverage citation visibly inconsistent with weather-damage photos, at a glance, before the approval is confirmed.

Undo

Editing the draft before a decision is fully reversible via edit history. Once a decision is recorded but before the policyholder is notified (a fixed 2-hour internal review window), any adjuster can fully reverse it -- decision, rationale, and any internal status change -- with no partial state left behind. After the notification window closes, reversal requires a separate, logged claims-correction process (outside this dossier's scope), which is why the friction table above escalates confirmation specifically at the approve/deny actions rather than treating the 2-hour window as sufficient protection on its own.

Correction affordance

An always-visible "This citation is wrong" link sits beside every cited clause. Clicking it opens a short form capturing what the correct clause should have been; submitting immediately flags the current recommendation for a second adjuster's review (recovering the current case) and logs the original citation, the correction, and the claim's photo/form context for the weekly error-analysis pass described in launch-criteria.md.

Verify: the review step is measurably faster than the unaided task (co-11); the vigilance mitigations each state their own cost (co-12); every friction-table row's confirmation level is justified by its own reversibility and blast radius (co-13); the preview shows exact values, not a summary (co-14); undo is complete within its stated window, with no partial state (co-15); the correction affordance both recovers the current case and logs enough context for later analysis (co-24).

Key takeaway: Every mechanism in this file traces to a Theme C pattern applied fresh to a new domain -- friction concentrated on the approve/deny actions, complete undo within a real operational window, and a correction affordance that closes the loop into ongoing error analysis.

Last updated July 25, 2026

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