Large Language Models (LLMs) are probabilistic, meaning answers can differ even for the same prompt due to randomness, context sensitivity, and evolving agent workflows.

Fairness audits ensure agentic GenAI systems are unbiased, explainable, and compliant, helping businesses mitigate regulatory, ethical, and operational risks.

Responsible AI is essential in enterprise GenAI. Continuous fairness audits and frameworks ensure outputs are unbiased, explainable, and safe for high-stakes applications.