Unit Cost Trend Detection Reconciliation Assistant
Description
Match, explain, and prioritize differences for unit cost trend detection; draft root-cause narratives and recommended correcting actions for analyst review. The MVP would connect Advana, ERP cost objects, FYDP, contract cost reports, logistics/readiness data, EVMS and produce read-only recommendations for OUSD(C), CAPE, Service FM, Program 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
Cost reporting, managerial cost accounting, budget justification support
Controls / human review
Human review for unusual/high-dollar items; policy citations; audit logs; role-based access; periodic accuracy testing.
Data needed
Advana, ERP cost objects, FYDP, contract cost reports, logistics/readiness data, EVMS; 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 (unit cost trend detection) for two close/audit cycles; read-only outputs first.
Related material weakness / control objective
Optimize taxpayer dollars and support decision making