Personal Guarantor Fraud Detection is the process of identifying deceptive practices or misrepresentations by an individual who guarantees a business's trade credit obligations. This involves verifying the guarantor's identity, financial solvency, and the authenticity of provided financial information to mitigate credit risk during underwriting or collections.