AI & LLM Evals / Quiz

GEval: Write Your Own Judge

Custom criteria, evaluation_params, and chain-of-thought scoring: building a judge for the quality dimension no built-in metric covers.

Difficulty
Medium
Format
Quiz
Points
150
Estimate
9 min

// MISSION BRIEF

Your Mission

Built-in metrics cover relevancy and faithfulness. But "matches our support tone", "never promises refunds", "explains at a 10-year-old's level"? That is GEval territory: you describe the criteria in plain language, and DeepEval builds an LLM judge around it.

Six questions on authoring GEval metrics that actually measure what you meant. Speed bonus active.

// FIRST CONTACT

Battle teaser

GEval is:

  1. AA linting rule for prompt files
  2. BA custom metric you define with natural-language criteria, scored by an LLM judge using chain-of-thought evaluation steps (per the G-Eval paper)
  3. CA faster, non-LLM version of exact match
  4. DA Google-hosted evaluation service
Answers, scoring, hints, and the full battle stay sealed.

// SKILL TAGS

deepevalgevalllm-as-judgecustom-metrics