Solution Gallery

Actionable AI and ML solution workbench for federal finance operations.

Select a solution, choose candidate source datasets, run a purpose-specific model workflow, and inspect drivers, evidence, diagnostics, and recommended actions.

48 source candidates

Solution Methodology

DoD prototype solution catalog with policy-grounded model design.

Each solution tile should act like a miniature product: select source candidates, choose model mode, run analysis, inspect diagnostics, see feature impact, and produce an operational action.

Research-backed

Solution design principles

The gallery should combine research content, data selection, model diagnostics, and action queues.

  • Budget solution: aligns OMB A-11, DoD exhibit structure, FMR budget execution, and FY variance explainability.
  • Anomaly solution: combines negative obligation, missing metadata, concentration, source drift, and amount outlier signals.
  • Audit solution: turns A-123/Green Book concepts into control readiness, evidence sufficiency, and CAP workflow.
  • FinOps solution: profiles recipient concentration, agency portfolio, action month, object class, and obligation lifecycle risk.
  • Document solution: ranks PDF/XLSX/JSON candidates for extraction, snippets, table normalization, and grounded Q&A.
  • Lineage solution: scores parser coverage, refresh risk, domain coverage, and database migration readiness.

What good model output should include

For a credible federal finance prototype, model output must be explainable and auditable.

  • Diagnostics: training rows, source count, confidence, validation approach, and lift/segmentation result.
  • Feature impact: ranked drivers such as account, scenario, recipient, document type, parser status, or control risk.
  • Scored outputs: entity, score, value, evidence, and next action.
  • Recommendations: operationally specific steps that an analyst, auditor, or data engineer can actually perform.
  • Governance: model mode, selected data sources, target, horizon, source signature, and generated timestamp.
OMB Circular A-11Preparation, submission, and execution of the budget.OMB Circular A-123Enterprise risk management and internal control.DoD FMR 7000.14-RDoD financial management regulation by volume and chapter.GAO Green BookStandards for internal control in the federal government.Treasury Data TransparencyGovernmentwide spending data model, Data Broker, and USAspending publication path.

Analysis Launcher

AI budget analyst

Dataset Candidates

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