Thresholded customer refunds
Preserve the amount proposed, delegated authority, threshold policy, approval if required, processor request and processor-confirmed result.
FINANCIAL + RISK EVIDENCE
Make AI-driven financial actions reconstructable.
When agents issue refunds, resolve payment exceptions, advance claims or trigger risk workflows, the evidence can be split across model traces, approval tools and financial systems. LoopGrid preserves a portable record around the action and its confirmed outcome.
01Request / decisioncustomer or operational context
02Authority + policylimits · thresholds · rules
03Approval / exceptionhuman review when required
04Action + outcomepayment / ledger / claim system response
WHERE THE EVIDENCE GAP APPEARS
Financial workflows rarely live in one log.
A model or agent trace can explain part of the reasoning path. The business outcome may live elsewhere: a payment processor, ledger, claims platform, fraud system or internal approval service.
Payment and ledger exceptions
Record which evidence the agent used, how the exception was resolved, who approved it and what ledger or ERP state changed.
Fraud, claims and exception handling
Preserve case context, policy version, human adjudication and the resulting external system action without claiming the decision itself was correct.
EVIDENCE PATH
Preserve what was authorized, attempted and confirmed.
The useful record is more than “the agent said it succeeded.” For stronger claims, capture the consequential request and the authoritative response at a boundary the agent does not control.
Agent + requester
Identity, delegated authority and correlation to the originating business request.
Policy + threshold
The rule or policy version governing amount, risk or exception handling.
Approval lineage
Who approved, rejected or corrected the action, including timestamps and append-only history.
External outcome
The downstream processor, ledger or business system response associated with the action.
EXAMPLE
A $720 refund crosses more boundaries than one agent trace.
A support agent proposes a refund. A threshold policy determines whether approval is needed. A human approves. The refund API is called. The payment system confirms success or failure. LoopGrid correlates those captured events into evidence that can later be exported and verified.
What verification means
LoopGrid can verify the integrity and provenance of the captured evidence. It does not prove that the financial decision was economically correct, that an upstream statement was truthful, or that a workflow satisfies every legal obligation.
DESIGN PARTNER
Test one financial action end to end.
Start with a synthetic refund, reconciliation exception or claims event before discussing production data.