> ## Documentation Index
> Fetch the complete documentation index at: https://docs.sqwish.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# Use Cases

> Explore how the Sqwish API can be used in various scenarios

## Use Cases

Explore how the Sqwish API can be used in various scenarios:

* **Reduce latency** in real-time or low-latency environments (e.g. finance, analytics).
* **Handle longer documents** or complex queries within a single context window.
* **Keep chatbots snappy** even as conversations grow.
* **Use optimized multi-shot examples** for chain of thought prompting—fewer tokens, faster thinking, same reasoning.
* **Fit more documents** into retrieval-augmented generation (RAG) flows.
* **Lower costs** for frequent short prompts by optimization every time.

## Getting Started

Ready to implement these use cases? Start with our [Getting Started](/getting-started) guide to set up your API key and begin optimizing prompts.