LLM Evaluation Framework

Pro

Design evaluation suites with test cases, grading rubrics, and metrics for AI systems

Template Fields

System/Model NametextRequired

e.g., Customer support chatbot, Code review assistant

Evaluation FocusselectRequired

Accuracy/correctnessSafety/alignmentLatency/performanceCost efficiencyEnd-to-end quality

Test Case CategoriesmultilineRequired

List categories of test cases, e.g.: - Happy path queries - Edge cases and ambiguous inputs - Adversarial prompts - Multi-turn conversations

Grading MethodselectRequired

LLM-as-judgeHuman evaluationAutomated metricsHybrid

Evaluation MetricsmultiselectRequired

AccuracyHallucination rateRelevanceCoherenceLatency p50/p99Cost per querySafety pass rateUser satisfaction

Comparison Scopeselect

Single model baselineA/B model comparisonMulti-model benchmarkPre/post deployment

Output Formatselect

Evaluation reportScoring rubricTest suiteDashboard spec

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