DeepEval is an LLM evaluation framework that emphasizes in-depth assessment of language model performance. It provides tools and metrics to evaluate aspects like factual consistency, coherence, and safety, aiming for a more holistic understanding of LLM capabilities beyond surface-level accuracy.