DeepEval

23 stories

Stories

The Step-By-Step Guide to MCP Evaluation
A step-by-step guide to MCP evaluation: how to test MCP-based LLM apps and agents, measure tool use and task completion, and catch failures with DeepEval.
Confident AI (DeepEval)Oct 25, 202512 min read
AI Agent Evaluation: Metrics, Traces, Human Review, and Workflows
A practical guide to evaluating AI agents with LLM metrics and tracing—plus when human review matters, how it calibrates judges, and workflows that combine CI, sampling, and production signals.
Confident AI (DeepEval)Oct 7, 202533 min read
LLM Arena-as-a-Judge: LLM-Evals for Comparison-Based Regression Testing
Everything you need to run LLM Arena-as-a-judge: a comparison-based, pairwise approach to regression testing LLMs, with DeepEval code to set it up.
Confident AI (DeepEval)Jul 6, 20259 min read
RAG Evaluation Metrics: Assessing Answer Relevancy, Faithfulness, Contextual Relevancy, And More
RAG evaluation metrics — answer relevancy, faithfulness, and contextual relevancy — measure retrieval and generation quality, with working DeepEval code examples.
Confident AI (DeepEval)Jun 3, 202517 min read
LLM Evals Framework That Predicts ROI: A Step-by-Step Guide
Most LLM evals fail because their metrics don't predict ROI. This playbook shows how to build outcome-based evals that correlate with real business KPIs and user value.
Confident AI (DeepEval)May 2, 202522 min read