Data & AI

LLM-as-a-Judge Evaluation Pipeline

Data & AI Pipelines diagram · made in Skemio

Architecture diagram of an LLM-as-a-Judge evaluation setup routing questions to a RAG application, then passing answers and context to an LLM evaluator.
Architecture diagram of an LLM-as-a-Judge evaluation setup routing questions to a RAG application, then passing answers and context to an LLM evaluator.
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What it shows

  • Evaluates faithfulness, answer relevance, and context recall automatically.
  • Uses structured scoring rubrics with chain-of-thought reason outputs.
  • Correlates over 85% with human reviewers at a fraction of manual review cost.

The takeaway

Automated LLM judges catch regressions in retrieval and generation before updates hit production users.

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