MeaningStack
Agent Decision Sprint · Board report
Template · what your sponsor receives in week 3

Workflow

Claims approval · Claims agent v4

Sponsor: COO · Teams: Claims, Fraud, Finance · Blueprint version 1, endorsed 21 Nov

At a glance

Decision gaps

4

Found in week 1: what the agent and existing controls missed, across 9 decisions and 3 teams.

Named owners

9 / 9

Every decision now has a named owner. Before the sprint: 6.

Conflicts resolved

4

2 double owners, 1 step nobody answered for, 1 conflict between teams on criteria.

Replay

14 / 200

Past agent decisions the endorsed Blueprint would have flagged or sent to an owner.

Week 1: decision gap assessment

How the agent decides today, what existing controls cover, and what they miss.

How the agent decides
Counts claims per claimant over 60 days; never checks other policies at the same address.
AI policy & AI register
The agent is registered and in policy scope. Neither says what a claims decision must weigh.
RACI
Names teams per process, not per decision: two teams believe they approve adjustments; nobody answers for payout release.
Monitoring & evals
Show what the agent did and how accurate the fraud model is, not whether a decision considered what it should.

Who answers for what

DecisionCan interveneAnswers for itKeeps watchBefore the sprint
Score claim riskFraud leadFraud leadRiskCriteria in conflict with Claims
Approve / adjust claimSenior handlerHead of ClaimsFraud leadTwo owners
Release payoutFinance opsFinance controllerHead of ClaimsNo owner
… remaining decisionsUnchanged

Conflicts, and how they were resolved

Double owner
Claims and Fraud both believed they approved adjustments above €2,000. Resolved: Head of Claims answers; Fraud lead keeps watch and can hold.
No owner
Payout release had no one who answered for it once the agent approved. Resolved: Finance controller answers for it; payee changes always go to them.
Conflicting criteria
Risk wanted escalation at a third claim on one incident; Business wanted pass under €2,000. Resolved: escalate at the third claim, whatever the amount.

Replay: what the Blueprint would have changed

200 past decisions, sampled from 4 weeks, run against the endorsed Blueprint. No integration with the agent. Your experts then judged each one.

Sent to an owner
9 · mostly recurrent claims on the same incident, to the Fraud lead
Flagged
5 · payouts after a payee change, for the Finance controller
Judged wrong by your experts
6 of the 14
Passed unchanged
186

Open risks and next steps

Open risks
One criterion still informal: what counts as the same incident. Owner: Head of Claims, by 15 Dec.
Next workflow
Supplier qualification, by your team with the standard from this sprint. Your teams can update and re-endorse this Blueprint without MeaningStack.
Steward pilot
Optional: Steward runs the endorsed Blueprint on every live decision, watching first and stepping in when the owners say so, with every decision on record.

MeaningStack · Maastricht · [email protected] · Purple fields are filled from your sprint; values shown are illustrative.