DoD FM

Real Property-To-Gl Reconciliation Document Intelligence

High priorityMedium-High riskDerived/normalized from public DoD FM source and established financial-sector AI patternTier 0 — Audit data foundationMedium complexity

Description

Extract data from documents, forms, contracts, invoices, vouchers, screenshots, and audit evidence related to real property-to-GL reconciliation; compare extracted values to system records. The MVP would connect APSRs, GFEBS, Navy ERP, DEAMS, real property systems, DPAS, IUID, PIEE GFP module and produce read-only recommendations for Service asset owners, DLA, DCMA, DFAS, OUSD(C).

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

Balance Sheet PP&E, depreciation, deferred maintenance, note disclosures

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

APSRs, GFEBS, Navy ERP, DEAMS, real property systems, DPAS, IUID, PIEE GFP module; 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 (real property-to-GL reconciliation) for two close/audit cycles; read-only outputs first.

Related material weakness / control objective

Real property; PP&E; government property in possession of contractors; asset valuation