Governance, Compliance, and Policy-aligned Evaluation
Governance, Compliance, and Policy-aligned Evaluation (LLM Evaluations or evals) refers to systematically assessing large language models to ensure they operate within established legal, ethical, and organizational frameworks. This evaluation process checks that the models adhere to governance standards, meet compliance requirements, and align with specific policies, thereby minimizing risks, ensuring accountability, and promoting responsible AI deployment in real-world scenarios.
Governance, Compliance, and Policy-aligned Evaluation
Governance, Compliance, and Policy-aligned Evaluation (LLM Evaluations or evals) refers to systematically assessing large language models to ensure they operate within established legal, ethical, and organizational frameworks. This evaluation process checks that the models adhere to governance standards, meet compliance requirements, and align with specific policies, thereby minimizing risks, ensuring accountability, and promoting responsible AI deployment in real-world scenarios.
💡 Key Takeaways
- Understand the roles of governance, compliance, and policy-aligned evaluation and how they support accountability.
- Identify applicable laws, standards, and internal policies guiding evaluation work.
- Learn to design evaluations that align with governance controls and policy requirements.
- Recognize common compliance gaps and how to address them through robust evaluation practices.
❓ Frequently Asked Questions
What is governance in an organization?
Governance is the framework of rules, roles, and processes that directs and controls an organization, ensuring accountability and alignment with objectives.
What does compliance mean regarding policies and regulations?
Compliance means adhering to applicable laws, regulatory requirements, and internal policies, with evidence gathered through controls and audits.
What is policy-aligned evaluation?
Policy-aligned evaluation checks whether decisions and practices follow the organization's policies and governance rules, using metrics and documentation as evidence.
How are governance, risk management, and compliance related?
Governance sets expectations, risk management identifies and mitigates risks, and compliance ensures adherence to rules; together they form a cohesive GRC approach.