This article introduces a novel predictive trustworthiness forecasting engine that uses temporal graph neural networks, differential privacy, and explainable AI to deliver real‑time vendor risk scores. Readers will explore the architecture, data pipeline, privacy safeguards, and practical steps for implementation, unlocking proactive risk mitigation for SaaS companies.