Contract Line Item Validation Document Intelligence
Description
Extract data from documents, forms, contracts, invoices, vouchers, screenshots, and audit evidence related to contract line item validation; compare extracted values to system records. The MVP would connect PIEE, WAWF, EDA, Contract writing systems, ERP AP, SAM.gov, vendor master and produce read-only recommendations for DLA PIEE PMO, DCMA, DFAS, Contracting offices.
AI / analytics pattern
OCR / IDP + NLP
Automation level / stage
evidence extraction
Expected benefit
Faster evidence extraction, fewer manual keying errors, improved consistency of support packages.
Audit / financial statement impact
Accounts payable, expenses, obligations, assets, outlays
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
PIEE, WAWF, EDA, Contract writing systems, ERP AP, SAM.gov, vendor master; master/reference data; audit logs; policy/control requirements; prior exceptions; relevant document evidence.
Possible metrics
extraction accuracy; evidence package cycle time; manual rework rate; missing support rate
MVP scope
Start with one Component/reporting entity and one subprocess (contract line item validation) for two close/audit cycles; read-only outputs first.
Related material weakness / control objective
Integrate procure-to-pay processes to accelerate auditability