> Explore Qdrant's agent skills catalog at https://skills.qdrant.tech/
> Search the documentation at https://skills.qdrant.tech/search?query=your+query+here
> Use this file to discover all available pages: https://qdrant.tech/llms.txt

# Search Evaluation

Evaluate Qdrant retrieval relevance and pipeline output quality with labeled queries, repeatable measurements, and checks for meaningful improvements.

- [Measuring Retrieval Relevance](https://qdrant.tech/documentation/search-evaluation/retrieval-relevance/index.md): Build a labeled query set and measure whether retrieved documents answer users' questions, with query-level relevance metrics.
- [Evaluating Pipeline Output Quality](https://qdrant.tech/documentation/search-evaluation/pipeline-output-quality/index.md): Separate retrieval failures from generation failures and evaluate whether your full pipeline produces supported, useful answers.

## Apply These Techniques

- [Measuring ANN Recall](https://qdrant.tech/documentation/tutorials-search-engineering/ann-recall/index.md)

## Read More

- [Search](https://qdrant.tech/documentation/search/index.md)
- [Search Quality](https://qdrant.tech/articles/search-quality/index.md)