Evaluating SOP documents: A hands-on with LLM-as-a-Judge

Author(s): Arunabh Bora

Originally published on Towards AI.

A guide on how we can evaluate Standard Operating Procedures (SOP) using an LLM evaluation framework — Deepeval

Organizations are increasingly adapting AI tools. But when proper guardrails are not set, LLMs tend to generate random answers. Every organization needs repeatable and effective means for evaluating how their conversational AI systems respond to humans.

This article discusses the evaluation of Standard Operating Procedures (SOP) documents using AI tools and frameworks like Deepeval in order to ensure effectiveness and correctness. It outlines how LLMs can assess outputs while considering metrics like clarity and correctness, as well as the importance of human oversight due to the limitations of AI in critical evaluations. The implementation of specific evaluation criteria and testing processes is also covered, reinforcing the need for thoroughness and accuracy in compliance-centric fields like healthcare and pharmaceuticals.

Read the full blog for free on Medium.

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Published via Towards AI