Cost Voucher Risk Scoring Reconciliation Assistant
Description
Match, explain, and prioritize differences for cost voucher risk scoring; draft root-cause narratives and recommended correcting actions for analyst review. The MVP would connect MOCAS, EDA, contract writing systems, DCMA records, DFAS contract pay, modifications and produce read-only recommendations for DFAS Contract Pay, DCMA, Procurement offices.
AI / analytics pattern
rules + ML matching + GenAI explanation
Automation level / stage
assisted reconciliation
Expected benefit
Reduced manual reconciliation effort, faster close, stronger audit trail for differences.
Audit / financial statement impact
Accounts payable, advances/prepayments, expenses, obligations, contract liabilities
Controls / human review
Human review for exceptions and recommendations; maintain evidence packages, lineage, source citations, model cards, data-quality checks, and periodic QA sampling.
Data needed
MOCAS, EDA, contract writing systems, DCMA records, DFAS contract pay, modifications; master/reference data; audit logs; policy/control requirements; prior exceptions; relevant document evidence.
Possible metrics
match rate; aged differences cleared; analyst hours saved; unsupported adjustment reduction
MVP scope
Start with one Component/reporting entity and one subprocess (cost voucher risk scoring) for two close/audit cycles; read-only outputs first.
Related material weakness / control objective
Contract payment accuracy, modification traceability, unmatched disbursements