Frameworks

AI Implementation Frameworks for CFOs

Three practical frameworks for turning AI strategy into governed, measurable execution. Built for finance leaders who need structure without bureaucracy.

From The AI-Ready CFO by Glenn Hopper (Wiley, September 2026)

Minimum-Governance Pilot (MGP)

The 90-Day AI Pilot

Prove value in one quarter. Scale what works. Retire what doesn't.

Most enterprise AI projects fail because they never escape the lab. The MGP is a structured 90-day execution cycle that turns ad-hoc experiments into governed, measurable pilots. Each cycle answers three questions: does this create value, can it operate within our controls, and is it repeatable?

Key Components

Five linked components: Readiness, Thin Slice Delivery, Evaluation, Evidence, Decision Gate
Designed for finance teams that need audit-ready documentation from day one
Chains into multi-quarter roadmaps through connected MGP sequences

Explore this framework

Tangible + Strategic ROI

The Dual ROI Lens

Tangible ROI pays for the investment. Strategic ROI keeps paying back.

Traditional ROI models treat AI like an ERP upgrade: deterministic, binary, measured in cost savings alone. The Dual ROI Lens separates AI returns into tangible ROI (P&L impact you can measure today) and strategic ROI (compounding capabilities that raise the ceiling on future value). Together they give CFOs a portfolio view of AI investment.

Key Components

Tangible ROI: cost savings, cycle-time compression, error reduction, revenue lift
Strategic ROI: decision-cycle compression, forecast accuracy, knowledge capture, team leverage, risk anticipation
The compounding loop where freed capacity generates new capabilities that unlock further returns

Explore this framework

AI Maturity Model for Finance

Crawl-Walk-Run

Stage your AI adoption the way you stage any capital program.

AI implementation should be managed as a portfolio from the start. The Crawl-Walk-Run model sequences initiatives based on risk appetite, data maturity, and organizational readiness. Low-risk automation pilots build credibility. Judgment-driven projects expand scope. Strategic bets deliver transformation.

Key Components

Crawl: rules-based automation that proves governance and delivers quick wins
Walk: interconnected projects like forecasting and anomaly detection with scaled controls
Run: strategic bets including continuous close and agent-driven workflows

Explore this framework

2026 Guide for CFOs

AI-Native ERP Landscape

Seven startups are rebuilding finance infrastructure from scratch. Here is what CFOs need to know.

A comprehensive analysis of the AI-native ERP market, covering DualEntry, Campfire, Rillet, Nominal, Doss, Everest Systems, and Keel. Includes a comparison matrix, 10 demo questions every CFO should ask, compliance deep dive, and migration reality check.

Key Components

Full-stack replacements vs. augmentation layers vs. ops-focused platforms
SOX readiness spectrum: what audit-ready actually means for each vendor
What 24-hour migration claims really include and realistic timelines for mid-market companies

Explore this framework

The Full Picture

These frameworks are the beginning

The AI-Ready CFO covers eight interconnected frameworks for building an AI-powered finance function, plus detailed case studies, ROI templates, and governance playbooks. Available September 2026 from Wiley.

About the Book Discuss Implementation

From the Blog

Recent posts exploring these frameworks in practice.

Your Team Is Already Using AI. Two Regulators Just Published the Rulebook.How the Treasury and ECB governance frameworks connect to the MGP evidence pack.Why Your Finance Team Stopped Using Copilot After a MonthA case study in what Crawl-Walk-Run stage adoption failure looks like.The Week Finance Got Its Agent StackAgent-driven workflows and how the Dual ROI Lens measures their strategic value.

About the Book Discuss Implementation

From the Blog

Recent posts exploring these frameworks in practice.