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Chunking is the process of splitting large data into smaller segments before embedding them for search. AutoRAG uses **recursive chunking**, which breaks your content at natural boundaries (like paragraphs or sentences), and then further splits it if the chunks are too large.
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## What is recurisve chunking
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## What is recursive chunking
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Recursive chunking tries to keep chunks meaningful by:
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AutoRAG has different file size limits depending on the file type:
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- Up to **4 MB** for files that are already in plain text or Markdown.
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- Up to **1 MB** for files that need to be converted into Markdown (like PDFs or other rich formats).
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-**Plain text files:**Up to **4 MB**
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-**Rich format files:**Up to **1 MB**
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Files that exceed these limits will not be indexed and will show up in the error logs.
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## File types
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AutoRAG is powered by and accepts the same file types as [Markdown Conversion](/workers-ai/markdown-conversion/). The following table lists the supported formats:
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AutoRAG can ingest a variety of different file types to power your RAG. The following plain text files and rich format files are supported.
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### Plain text file types
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AutoRAG supports the following plain text file types:
AutoRAG uses [Markdown Conversion](/workers-ai/markdown-conversion/) to convert rich format files to markdown. The following table lists the supported formats that will be converted to Markdown:
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## Pricing
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During the open beta, AutoRAG is **free to enable**. Compute operations for indexing, retrieval, and augmentation incur no additional cost during this phase.
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During the open beta, AutoRAG is **free to enable**. When you create an AutoRAG instance, it provisions and runs on top of Cloudflare services in your account. These resources are **billed as part of your Cloudflare usage**, and includes:
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When you create an AutoRAG instance, it provisions and runs on top of Cloudflare services provisioned within your own account. You retain full visibility and control over these resources, and they are billed as part of your existing Cloudflare usage. These services include:
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