AI-Assisted Finance Workflows With Governance, Controls, and Auditability (CFO Toolkit)

A guided, multi-course journey that builds this skill from the ground up. Work through the chapters in order, or jump to any lesson.

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System of Record Versus System of Draft in Finance Outputs Finance-Relevant LLM Failure Modes in Variance Narratives Tie-Out and Recalculation Routines for AI-Referenced Numbers Reasonableness Checks for Variance Drivers and Narrative Logic Citation Discipline, Escalation Rules, and Acceptance Criteria for AI Drafts

Govern, Map, Measure, Manage as a Finance AI Governance Checklist Data Classification Boundaries for AI Inputs Human-in-the-Loop Review Tiers for Finance AI Use Cases Documentation, Logging, and Change Control for AI-Assisted Workpapers AI Use Policy One-Pager and COSO-Aligned Control Matrix

Prompt Templates as Finance SOPs and Acceptance Criteria Variance Commentary Template With Tie-Outs and Assumptions Exception-Triage Narrative Template for Close and Reconciliations Management Reporting Template Governance: Verification, Documentation, Escalation, and Change Control

Workflow Architecture for AI-Assisted Finance Deliverables Close and Reconciliation Exception Triage With Evidence-Linked Narratives Monthly Business Review Narratives With Fact-Interpretation Separation FP&A Variance and Scenario Memos With Recomputed Sensitivities Control Mapping, Red-Teaming, and Pilot Readiness for AI Workflows

Vendor Due Diligence Scorecards for Finance AI Tools Approved Tool Criteria and Procurement-to-Controls Workflow Lightweight AI Pipelines With Control Points and Evidence Capture Monitoring, Template Governance, and Incident Response for Finance AI Pilot Rollout, Training, and Impact Measurement for the CFO Toolkit