ClearCFO learning guide · Updated 24 October 2026 · Educational information
AI should begin with a fact pack
An AI system should not be asked to infer a business story from an uncontrolled ledger export and present the result as certainty. A safer workflow starts with validated inputs, consistent definitions, calculated metrics and evidence IDs.
The fact pack might include revenue movement, margin, receivables, payables, cash, budget variance and other measures relevant to the decision.
What AI can help organise
AI-assisted analysis can help structure observations, group related movements, draft questions, summarise a review and propose possible actions for a person to validate.
- Observed facts and material movements.
- Hypotheses that are explicitly labelled as hypotheses.
- Possible quantified impact using transparent assumptions.
- Recommended next questions, owners and follow-up actions.
What AI cannot decide on its own
AI does not know the full operating context simply because it has seen a number. Materiality, causation, commercial judgment, legal obligations, stakeholder communication and accountability still require people.
How to evaluate an AI CFO workflow
Ask what data is sent, how inputs are controlled, whether outputs distinguish facts from hypotheses, how human review works and what happens when the model is uncertain. The workflow should make limitations visible rather than hiding them behind confident language.
Further reading: Review data handling and See the operating model.
The public preview is directional and not financial advice. Validate evidence, confirm root causes and assign an owner before taking action. Read the financial disclaimer.