top of page
Category:
Category:
Evaluation (LLM / Agent)
Category:
Evaluation & Benchmarking
Definition
Measuring performance, reliability, and safety of LLMs and agents.
Explanation
Evaluation assesses how well LLMs and agents perform across accuracy, reasoning, tool use, safety, latency, and cost. Enterprise evaluation combines benchmarks, synthetic tests, human review, and production monitoring.
Technical Architecture
Test Cases → LLM/Agent → Metrics → Scorecard
Core Component
Benchmarks, metrics, evaluation harness, dashboards
Use Cases
Vendor selection, Regression testing, governance
Pitfalls
Benchmarks not matching real use cases
LLM Keywords
LLM Evaluation, Agent Evaluation
Related Concepts
Related Frameworks
• Agent Benchmarks
• Synthetic Benchmarking
• Observability
• OpenAI Evals
• DeepEval
bottom of page