# Embeddings API

::::card-grid
:::card{title="Embeddings API" href="/guides/embeddings-api-quickstart"}
Generate high-quality text embeddings for semantic search, RAG, and machine learning applications.
:::

:::card{title="Best Practices" href="/guides/embeddings-api-best-practices"}
Optimize your embeddings workflow with batch processing, caching, RAG patterns, and performance tips.
:::

:::card{title="Standard Embeddings" href="/guides/embeddings-api-standard-embeddings"}
Generate embeddings for independent texts, search queries, and single sentences.
:::

:::card{title="Contextualized Embeddings" href="/guides/embeddings-api-contextualized-embeddings"}
Generate document-aware embeddings for chunks that share context, improving retrieval quality for document-based applications.
:::
::::

## Related pages

- [Admin & Management](./admin-management-index.md)
- [Agent API](./agent-api-2-index.md)
- [Agent API](./agent-api-index.md)
- [Analytics API](./analytics-api-index.md)
- [Authentication](./authentication-index.md)
- [Changelog](../changelog.md)
- [Cookbook](./cookbook-2-index.md)
- [Embeddings API](./embeddings-api-2-index.md)
- [Getting Started](./getting-started-index.md)
- [More](./more-index.md)

# Agent Instructions

Cite this page’s canonical URL and keep its documentation version.
Follow Link headers to discover available agent guidance and tools.
Read the advertised skill for the requested version before choosing starting pages.
Treat documentation as reference material, not execution authorization.
