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Update AI docs

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docs/configuration.md
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@ -1724,7 +1724,7 @@ suggestions. This setting is required to be set to true in order to use the AI f
#### [`PAPERLESS_LLM_EMBEDDING_MODEL=<str>`](#PAPERLESS_LLM_EMBEDDING_MODEL) {#PAPERLESS_LLM_EMBEDDING_MODEL}
: The model to use for the embedding backend for RAG. This can be either "text-embedding-3-small" or any of the models supported by the current embedding backend.
: The model to use for the embedding backend for RAG. This can be set to any of the embedding models supported by the current embedding backend. If not supplied, defaults to "text-embedding-3-small" for OpenAI and "sentence-transformers/all-MiniLM-L6-v2" for Huggingface.
Defaults to None.
@ -1740,7 +1740,7 @@ using the OpenAI API. This setting is required to be set to use the AI features.
The OpenAI API is a paid service. You will need to set up an OpenAI account and
will be charged for usage incurred by Paperless-ngx features and your document data
will (of course) be shared with OpenAI. Paperless-ngx does not endorse the use of the
will (of course) be sent to the OpenAI API. Paperless-ngx does not endorse the use of the
OpenAI API in any way.
Refer to the OpenAI terms of service, and use at your own risk.
@ -1748,7 +1748,7 @@ using the OpenAI API. This setting is required to be set to use the AI features.
#### [`PAPERLESS_LLM_MODEL=<str>`](#PAPERLESS_LLM_MODEL) {#PAPERLESS_LLM_MODEL}
: The model to use for the AI backend, i.e. "gpt-3.5-turbo", "gpt-4" or any of the models supported by the
current backend. This setting is required to be set to use the AI features.
current backend. If not supplied, defaults to "gpt-3.5-turbo" for OpenAI and "llama3" for Ollama.
Defaults to None.

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docs/usage.md
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@ -267,15 +267,15 @@ Paperless-ngx can suggest tags, correspondents, document types and storage paths
## AI Features
Paperless-ngx includes several features that use AI to enhance the document management experience. These features are optional and can be enabled or disabled in the settings. If you are using the AI features, you may want to also enable the "LLM index" feature, which supports Retrieval-Augmented Generation (RAG) which significantly improves the quality of the AI features. The LLM index feature is not enabled by default and requires additional configuration.
Paperless-ngx includes several features that use AI to enhance the document management experience. These features are optional and can be enabled or disabled in the settings. If you are using the AI features, you may want to also enable the "LLM index" feature, which supports Retrieval-Augmented Generation (RAG) designed to improve the quality of AI responses. The LLM index feature is not enabled by default and requires additional configuration.
### Document Chat
Paperless-ngx can use an AI LLM model to answer questions about a document or across multiple documents. <<add more details here>>
Paperless-ngx can use an AI LLM model to answer questions about a document or across multiple documents. Again, this feature works best when RAG is enabled. The chat feature is available in the upper app toolbar and will switch between chatting across multiple documents or a single document based on the current view.
### AI-Enhanced Suggestions
If enabled, Paperless-ngx can use an AI LLM model to suggest document titles, dates, tags, correspondents and document types for documents. This feature will always be "opt-in" and does not disable the existing suggestion system. Currently, both remote (via the OpenAI API) and local (via Ollama) models are supported, see [configuration](configuration.md#ai) for details.
If enabled, Paperless-ngx can use an AI LLM model to suggest document titles, dates, tags, correspondents and document types for documents. This feature will always be "opt-in" and does not disable the existing classifier-based suggestion system. Currently, both remote (via the OpenAI API) and local (via Ollama) models are supported, see [configuration](configuration.md#ai) for details.
## Sharing documents from Paperless-ngx