Prompt Testing Against Datasets

via “experiment tracking with dataset-based comparison”

Debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, and production-ready dashboards.

Unique: Combines dataset management with automatic experiment execution and metric aggregation in a single system, using the trace data collected during execution to compute metrics without requiring separate result collection or post-processing

vs others: Tighter integration than external experiment tracking tools because datasets and experiments are native concepts in Opik, enabling automatic metric computation from trace data without manual result parsing