You are running the most consequential portfolio in your company with none of the instruments a CFO would expect.
Your organization is placing millions in AI bets this year. Some will compound. Some will quietly fail. You have spreadsheets, Notion boards, and a slide deck rebuilt last quarter. That is not a portfolio. Vane Loop gives it governance.
For Heads of AI, CDOs, and the CFOs sitting next to them
THE PROBLEM
Three failures. Every AI program. Every year.
Cannot capture
AI spend hides in 14 different budget lines — cloud infrastructure, vendor contracts, internal headcount, model API costs. You know you're spending. Your CFO doesn't know where, and neither do you with confidence.
Cannot evidence
Use cases funded on enthusiasm, killed on suspicion. When the board asks which AI investments delivered, you cannot show the numbers. The cases that worked got no credit. The ones that failed got no post-mortem.
Cannot defend
The board asks how the AI portfolio performed. You build the deck in a weekend. Every quarter. No audit trail, no re-pricing, no defensible methodology — just slides assembled from memory and optimism.
THE FRAMEWORK
The VANE Loop Framework
Four board-level questions. Finance-grade answers. The governance instrument that answers what a CFO and board actually ask — continuously, not just at funding time.
Value
Build business cases that survive CFO scrutiny. CapEx, OpEx, COGS, SG&A, cash flow, and ROI per use case. Stress-test the portfolio under uncertainty with Monte Carlo simulation.
Adoption
Know what your org can actually deliver before you commit. AI-led assessments score platform readiness, agentic readiness, and feasibility across dozens of interdependent drivers.
Navigation
Continuous course correction, not annual planning drift. Strategic roadmap with portfolio maturity curve. Quarterly true-ups that reconcile plan vs. actual and explain variance.
Execution
Platform decisions that enable scale, not block it. Gantt-style monthly tracking. Board-ready PowerPoint exports for CEO, CFO, and CDO in one click.
Turn Data & AI Into Outcomes That Stick
AI is moving fast and many organizations respond with pilots that never scale. This book shows how to align value with feasibility so initiatives are chosen and shaped based on what creates impact and what can realistically be executed.
- Build business cases that survive CFO scrutiny
- Quantify hidden costs before they compound
- Assess what your organization can realistically execute
- Translate technical progress into financial language
The system of record your AI portfolio has been missing.
One platform to capture every AI use case, score it on value and feasibility, model financial outcomes, and defend the portfolio in front of a board. The Vane Loop Agent extracts parameters from your documents and guides structured assessments so even qualitative inputs become quantifiable.
- AI-led assessments score platform readiness, agentic readiness, and feasibility across dozens of interdependent drivers
- Finance-grade tracking with CapEx, OpEx, SG&A, COGS, and cash flow per use case; or stay coarse with qualitative 1–10 scores when exact numbers aren't available
- Strategic roadmap with interactive timelines connecting products, initiatives, and outcomes in a clear, compelling visual format
- Three C-suite PowerPoint exports in one click: CEO strategic overview, CFO financial analysis, and CDO platform roadmap
Who We Are
Vane Loop is built by a team of senior executives who have run these programs, sat in these board meetings, and managed the gap between AI ambition and P&L reality. Karl Ivo brings capital allocation experience. Mario brings platform architecture. Cornelia opens C-suite doors on day one. We built the governance instrument we needed and didn't have.
HOW TO ENGAGE
Two doors into Vane Loop.
Every engagement starts with a 90-day fixed-fee pilot. No per-seat pricing. No tier selection. One pilot, one named deliverable. The difference is where you come from.
AI Center of Excellence
You run the CoE. You need to defend funding, evidence outcomes, and show the board what the AI portfolio is worth. Vane Loop gives the CoE the governance instruments a CFO would expect.
For AI CoE leads →Forward-Deployed Advisory
You need the answer and a system that keeps producing it. Senior founders embedded for 90 days. SPG on delivery. The platform stays running after day 90 with your team at the wheel.
How the advisory works →