Fraud is a matter of grave social and economic concern. For organisations, Accounts Payable (AP) fraud remains the most common type of fraud because it dominates most payment functions which are facing lots of challenges. Failure to adequately protect against fraud exposes an organisation to increased vulnerability in terms of fraud related risks. Traditional anti-fraud approaches (e.g. Strategic Fraud Detection Approach, red flag techniques, etc.) are widely accepted but demand very detailed knowledge about the fraud, IT security domain and the specific business environment.The main purpose of the research is to develop an improved approach for proactively preventing and detecting fraud in accounts payable. The approach is broadly characte...