A CFOs Guide to AI Value Realisation

AI investments are reshaping industries, yet many organisations struggle to deploy scarce resources effectively across multiple potential AI use cases without clear visibility into which initiatives deliver measurable value. The challenge is not a lack of AI ideas, but a lack of measurement discipline.

Deloitte's balanced scorecard framework enables leaders to measure AI ROI rigorously, learn from early experimentation, and allocate resources to the highest-impact initiatives while maintaining financial governance and compliance with evolving accounting standards. Download the detailed paper to access the step-by-step implementation playbook and accounting guidance for establishing defensible AI ROI measurement.

Setting the scene: What executives across Europe and the Middle East revealed in our 2025 AI ROI Survey

The challenge of measuring AI ROI

When AI governance is fragmented, the consequences land in Finance: weaker portfolio prioritisation, weaker ROI defense, and weaker capital allocation decisions.

Why organisations struggle to realise AI value

Traditional ROI methods are not designed for AI. Performance shifts over time, causation is harder to isolate, and costs move more dynamically than in conventional technology investments.

• Traditional ROI assumptions break down
  AI introduces model drift, attribution opacity, and cost volatility. Measurement cannot rely on static assumptions or one-time business cases.
• Missing baselines create weak evidence
  Without pre-deployment baselines, incremental value becomes difficult to measure. This is the single largest source of ROI claims that are difficult to defend.
• Weak attribution obscures AI’s role
  Without control groups or A/B testing, Finance cannot isolate AI’s contribution from process redesign, regulatory change, or parallel initiatives.

Deloitte’s governance framework

Deloitte advocates a balanced scorecard methodology that combines financial and non-financial metrics with explicit weighting. Rather than relying on a single ROI figure or a fixed formula, organisations define the weighting that best reflects their strategic priorities and portfolio context.

Balanced scorecard methodology

Organisations define a portfolio of KPIs across financial and non-financial dimensions, then apply explicit weighting to support transparent trade-offs.

• Financial metrics: Net ROI, payback period, cost-to-serve reduction, revenue uplift, FTE savings.
• Operational excellence & capacity building: Cycle time reduction, error rate improvement, automation rate, workforce capability gains, employee adoption, user satisfaction, talent upskill rate.