# Page Not Found

The URL `files/X2nbEhJv4kzvkgCoLToT` does not exist. This page may have been moved, renamed, or deleted.

## Suggested Pages

You may be looking for one of the following:
- [Embedding Cost Optimization](https://help.twig.so/rag-scenarios-and-solutions/vectors/embedding-costs.md)
- [Memory & Context](https://help.twig.so/product/overview/memory-context.md)
- [Vector Search & Embeddings](https://help.twig.so/rag-scenarios-and-solutions/vectors.md)
- [Authentication](https://help.twig.so/getting-started/authentication.md)
- [Ask A Question](https://help.twig.so/getting-started/ask-a-question.md)

## How to find the correct page

If the exact page cannot be found, you can still retrieve the information using the documentation query interface.

### Option 1 — Ask a question (recommended)

Perform an HTTP GET request on the documentation index with the `ask` parameter:

```
GET https://help.twig.so/rag-scenarios-and-solutions/vectors/embedding-costs.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

### Option 2 — Browse the documentation index

Full index: https://help.twig.so/sitemap.md

Use this to discover valid page paths or navigate the documentation structure.

### Option 3 — Retrieve the full documentation corpus

Full export: https://help.twig.so/llms-full.txt

Use this to access all content at once and perform your own parsing or retrieval. It will be more expensive.

## Tips for requesting documentation

Prefer `.md` URLs for structured content, append `.md` to URLs (e.g., `/rag-scenarios-and-solutions/vectors/embedding-costs.md`).

You may also use `Accept: text/markdown` header for content negotiation.