Framework Component

The AI4XFI Diagnostic Model

Eight structured dimensions for analyzing finance problems. Diagnosis is the most critical and most frequently skipped step in finance transformation.

Select any dimension to explore key questions, required evidence, common failure patterns, relevant stakeholders, and expected outputs.

D1

Outcome

What financial, operational, control, or decision outcome is not being achieved?

Key Questions

  • 1What is the expected outcome and what is actually occurring?
  • 2How is the gap between expected and actual being measured?
  • 3What is the financial or operational impact of the gap?
  • 4How long has the gap existed and is it worsening?
  • 5Who has formally acknowledged the problem?

Required Evidence

Quantified performance data, trend analysis, stakeholder impact statements, and comparison to defined standards or expectations.

Common Failure Patterns

Outcome defined too broadly to diagnose, outcome confused with symptom, no baseline measurement established, multiple outcomes conflated into a single problem statement.

Relevant Stakeholders

Finance leadership, process owners, business partners, internal audit.

Expected Outputs

Precise problem statement, quantified impact, defined measurement approach, agreed scope boundaries.

Problem Classification

Classify the problem type before selecting an intervention.

AI Suitability Test

Evaluate whether the problem genuinely requires AI.

Intervention Ladder

Select the lowest-complexity intervention that solves the problem.