> For the complete documentation index, see [llms.txt](https://docs.crunchdao.com/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.crunchdao.com/competitions/rallies.md). # Rallies A Rally's objective from a client's perspective is to be an iteration of machine learning models on its data in order to assess the quality of its features and data preprocessing. Rallies usually have lower Cash Prize. Their might be multiple iterations of rallies for the same client that could lead in the end to a competition with a higher Cash Prize. --- # Agent Instructions This documentation is published with GitBook. GitBook is the documentation platform designed so that both humans and AI agents can read, navigate, and reason over technical content effectively. Learn more at gitbook.com. ## Querying This Documentation If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question. Perform an HTTP GET request on the current page URL with the `ask` query parameter: ``` GET https://docs.crunchdao.com/competitions/rallies.md?ask= ``` 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. Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.