Navy ERP Invoice Error Root Cause Dashboard
Description
Cluster recurring invoice failures such as PO not found, CLIN mismatch, missing date/support, expired CAGE code and UOM mismatch.
AI / analytics pattern
NLP clustering + process analytics
Automation level / stage
assistive/analytics with human review
Expected benefit
Targets vendor training and process fixes based on recurring error families.
Audit / financial statement impact
Improves invoice throughput and P2P auditability.
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
source transactions, reference tables, audit evidence, user/action logs as applicable
Possible metrics
cycle time, match rate, exception aging, NFR closure, audit support effort, data quality score
MVP scope
Pilot with one reporting entity, one fiscal quarter, and read-only outputs before workflow integration.
Related material weakness / control objective
Directly tied to cited DoD FM/audit priority or system mission.