THE FRAMEWORK
What the framework does for a board and a CFO.
The VANE Loop framework is not a methodology for AI practitioners. It is the governance instrument that answers the questions a board and a CFO actually ask: which bets are we placing, what do they cost, and how do we know if they're working?
THE FOUR DIMENSIONS
Four questions. Finance-grade answers.
VANE is not an acronym for a set of activities. It is a set of four board-level questions that every AI portfolio must answer continuously, not just at funding time.
Value
What does each use case actually cost and what does it return? Finance-grade P&L per use case — CapEx, OpEx, COGS, SG&A, cash flow, and risk-adjusted ROI. Not a score from 1–10. Not a slide. A number a CFO can audit.
Adoption
Can your organization actually deliver this use case? Feasibility scored across capability dimensions: platform readiness, agentic readiness, data maturity, integration complexity. Not assumed. Assessed.
Navigation
Are we on course or drifting? Quarterly OODA loop — not annual planning that's stale by March. Reconcile plan vs. actual. Re-price the portfolio when costs shift. Produce the board artifact from live data, not assembled slides.
Execution
Does your platform stack support the use case maturity you're targeting? The AI Capability Ladder gives an honest gap assessment before commitment. Six sequential rungs from Basic RAG to Multi-Agent Orchestration. Skipping levels accelerates nothing.
THE PUBLISHED FOUNDATION
Finance-Grade Data & AI Products
The published foundation of the VANE Loop framework. Covers TCO analysis, options pricing for pilots, the finance-grade P&L model, and how to translate AI portfolio decisions into language a CFO recognizes. Used by AI leads, CDOs, and the finance teams who sit next to them.
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The framework runs inside a 90-day advisory engagement.
Reading the book gives you the methodology. The 90-day pilot operationalizes it inside your portfolio — with your use cases, your financials, your board artifact.