This article explores a novel architecture that couples retrieval‑augmented generation, prompt‑feedback cycles, and graph neural networks to let compliance knowledge graphs evolve automatically. By closing the loop between questionnaire answers, audit outcomes, and AI‑driven prompts, organizations can keep their security and regulatory evidence up‑to‑date, reduce manual effort, and boost audit confidence.

This article introduces a self‑learning prompt‑optimization framework that continuously refines large‑language‑model prompts for security questionnaire automation. By combining real‑time performance metrics, human‑in‑the‑loop validation, and automated A/B testing, the loop delivers higher answer precision, faster turnaround, and auditable compliance—key benefits for platforms like Procurize.

This article introduces a novel federated prompt engine that enables secure, privacy‑preserving automation of security questionnaires for multiple tenants. By combining federated learning, encrypted prompt routing, and a shared knowledge graph, organizations can reduce manual effort, maintain data isolation, and continuously improve answer quality across diverse regulatory frameworks.

This article explores a novel, ontology‑driven prompt engineering architecture that aligns disparate security questionnaire frameworks such as [SOC 2](https://secureframe.com/hub/soc-2/what-is-soc-2), [ISO 27001](https://www.iso.org/standard/27001), and [GDPR](https://gdpr.eu/). By building a dynamic knowledge graph of regulatory concepts and leveraging smart prompt templates, organizations can generate consistent, auditable AI answers across multiple standards, reduce manual effort, and improve compliance confidence.

This article dives deep into prompt engineering strategies that make large language models produce precise, consistent, and auditable answers for security questionnaires. Readers will learn how to design prompts, embed policy context, validate outputs, and integrate the workflow into platforms like Procurize for faster, error‑free compliance responses.