# LightOn Documentation ## Docs - [Create a company](https://docs.lighton.ai/api-reference-v2/companies/create-a-company.md): This endpoint allows you to create a new company. - [Retrieve a company](https://docs.lighton.ai/api-reference-v2/companies/retrieve-a-company.md): This endpoint allows you to retrieve detailed information about a specific company. - [Update a company](https://docs.lighton.ai/api-reference-v2/companies/update-a-company.md): This endpoint allows you to update the details of an existing company. - [Create a completion feedback](https://docs.lighton.ai/api-reference-v2/feedbacks/create-a-completion-feedback.md): Log a feedback of a given type and linked to an existing completion. - [List feedback types](https://docs.lighton.ai/api-reference-v2/feedbacks/list-feedback-types.md): API endpoint for viewing and editing feedback types. - [List feedback types](https://docs.lighton.ai/api-reference-v2/feedbacks/list-feedback-types-1.md): API endpoint for viewing and editing feedback types. - [Extract chunks from knowledge base](https://docs.lighton.ai/api-reference-v2/files-search/extract-chunks-from-knowledge-base.md): This endpoint can be used to retrieve top n chunks per query. - [Filter most relevant chunks](https://docs.lighton.ai/api-reference-v2/files-search/filter-most-relevant-chunks.md): This endpoint can be used to filter document chunks based on a given query. - [Reformulate an extraction query](https://docs.lighton.ai/api-reference-v2/files-search/reformulate-an-extraction-query.md): This endpoint can be used to reformulate a query in order to enhance retrieval. - [Delete a document](https://docs.lighton.ai/api-reference-v2/files/delete-a-document.md): Deletes a document and its associated embeddings. - [Generate an answer with a single document](https://docs.lighton.ai/api-reference-v2/files/generate-an-answer-with-a-single-document.md): This endpoint can be used to ask a question about a document. - [List available documents](https://docs.lighton.ai/api-reference-v2/files/list-available-documents.md): This endpoint can be used to get the list of available documents for your user account, with optional filtering by workspace, private, or company scope. - [Retrieve a document](https://docs.lighton.ai/api-reference-v2/files/retrieve-a-document.md): Retrieve a single document by its ID. - [Retrieve chunks from a document](https://docs.lighton.ai/api-reference-v2/files/retrieve-chunks-from-a-document.md): This endpoint returns all chunks for a given document. - [Upload a document](https://docs.lighton.ai/api-reference-v2/files/upload-a-document.md): Endpoint to upload documents. - [Create text tokens](https://docs.lighton.ai/api-reference-v2/models/create-text-tokens.md): This endpoint can be used to convert strings into tokens. - [Generate a chat completion](https://docs.lighton.ai/api-reference-v2/models/generate-a-chat-completion.md): This endpoint can be used to generate chat completions from a Large Language Model. - [Generate a text completion](https://docs.lighton.ai/api-reference-v2/models/generate-a-text-completion.md): This endpoint can be used to generate completions from a Large Language Model. - [List available models](https://docs.lighton.ai/api-reference-v2/models/list-available-models.md): This endpoint can be used to get the list of available models for your API key. - [Update chunks](https://docs.lighton.ai/api-reference-v2/monitoring/update-chunks.md): This endpoint is used for updating chunks. If the document ID is unspecified, a new document will be created. - [Get platform load status](https://docs.lighton.ai/api-reference-v2/platform-status/get-platform-load-status.md): Returns the current platform load status including whether any models are experiencing high load. - [Get company chat sessions report](https://docs.lighton.ai/api-reference-v2/reporting/get-company-chat-sessions-report.md): This endpoint allows retrieving company chat sessions report. - [Get company members report](https://docs.lighton.ai/api-reference-v2/reporting/get-company-members-report.md): This endpoint allows you to retrieve a company's members report. - [Get company tools report](https://docs.lighton.ai/api-reference-v2/reporting/get-company-tools-report.md): This endpoint allows you to retrieve a company's tools and third-party tools report. - [Get documents usage report](https://docs.lighton.ai/api-reference-v2/reporting/get-documents-usage-report.md): This endpoint allows retrieving company used documents report. - [Get feedbacks report](https://docs.lighton.ai/api-reference-v2/reporting/get-feedbacks-report.md): This endpoint allows retrieving company chats feedback report. - [Create a group](https://docs.lighton.ai/api-reference-v2/scim/create-a-group.md): Automatic filtering on company defined in get_extra_model_filter_kwargs_getter() We disable PUT as Microsoft does not need it - [Create a user](https://docs.lighton.ai/api-reference-v2/scim/create-a-user.md): Automatic filtering on company defined in get_extra_model_filter_kwargs_getter() - [Delete a group](https://docs.lighton.ai/api-reference-v2/scim/delete-a-group.md): Automatic filtering on company defined in get_extra_model_filter_kwargs_getter() We disable PUT as Microsoft does not need it - [Delete a user](https://docs.lighton.ai/api-reference-v2/scim/delete-a-user.md): Automatic filtering on company defined in get_extra_model_filter_kwargs_getter() - [List or Retrieve a group](https://docs.lighton.ai/api-reference-v2/scim/list-or-retrieve-a-group.md): Automatic filtering on company defined in get_extra_model_filter_kwargs_getter() We disable PUT as Microsoft does not need it - [List or Retrieve resource types](https://docs.lighton.ai/api-reference-v2/scim/list-or-retrieve-resource-types.md) - [List or Retrieve schemas](https://docs.lighton.ai/api-reference-v2/scim/list-or-retrieve-schemas.md) - [List or Retrieve users](https://docs.lighton.ai/api-reference-v2/scim/list-or-retrieve-users.md): Automatic filtering on company defined in get_extra_model_filter_kwargs_getter() - [Replace a user](https://docs.lighton.ai/api-reference-v2/scim/replace-a-user.md): Automatic filtering on company defined in get_extra_model_filter_kwargs_getter() - [Retrieve Service Provider Configuration](https://docs.lighton.ai/api-reference-v2/scim/retrieve-service-provider-configuration.md) - [Update a group](https://docs.lighton.ai/api-reference-v2/scim/update-a-group.md): Automatic filtering on company defined in get_extra_model_filter_kwargs_getter() We disable PUT as Microsoft does not need it - [Update a user](https://docs.lighton.ai/api-reference-v2/scim/update-a-user.md): Automatic filtering on company defined in get_extra_model_filter_kwargs_getter() - [Add a file to an upload session](https://docs.lighton.ai/api-reference-v2/upload-sessions/add-a-file-to-an-upload-session.md): Upload a new file to an existing upload session - [Create an upload session](https://docs.lighton.ai/api-reference-v2/upload-sessions/create-an-upload-session.md): Create a new upload session - [Deactivate upload sessions](https://docs.lighton.ai/api-reference-v2/upload-sessions/deactivate-upload-sessions.md): Interrupt and deactivate ongoing upload sessions of the user sending the request. - [Delete an upload session](https://docs.lighton.ai/api-reference-v2/upload-sessions/delete-an-upload-session.md): Delete a session and all its documents - [Retrieve an upload session](https://docs.lighton.ai/api-reference-v2/upload-sessions/retrieve-an-upload-session.md): Retrieve the details of an upload session. - [Create a company member](https://docs.lighton.ai/api-reference-v2/users/create-a-company-member.md): This endpoint allows to create a company member. - [List company members](https://docs.lighton.ai/api-reference-v2/users/list-company-members.md): This endpoint allows you to list all members of the requested user's company. - [Retrieve a company member](https://docs.lighton.ai/api-reference-v2/users/retrieve-a-company-member.md): This endpoint allows you to retrieve the details of a company member. - [Update a company member](https://docs.lighton.ai/api-reference-v2/users/update-a-company-member.md): This endpoint allows you to update the details of a company member. - [Update groups of a company member](https://docs.lighton.ai/api-reference-v2/users/update-groups-of-a-company-member.md): Warning: This endpoint will be deleted in the future, use the /users//roles/update/ instead.This endpoint allows you to update the groups of a company member. - [Update roles of a company member](https://docs.lighton.ai/api-reference-v2/users/update-roles-of-a-company-member.md): This endpoint allows you to update the roles of a company member. - [Update workspaces of a company member](https://docs.lighton.ai/api-reference-v2/users/update-workspaces-of-a-company-member.md): This endpoint allows you to update the workspaces of a company member. - [Create a workspace](https://docs.lighton.ai/api-reference-v2/workspaces/create-a-workspace.md): This endpoint allows you to create a workspace within a specific company. - [List workspaces of a company](https://docs.lighton.ai/api-reference-v2/workspaces/list-workspaces-of-a-company.md): This endpoint allows you to create a workspace within a specific company. - [Retrieve a workspace](https://docs.lighton.ai/api-reference-v2/workspaces/retrieve-a-workspace.md): This endpoint allows to retrieve a workspace with his relations (members and collections). - [Update a workspace](https://docs.lighton.ai/api-reference-v2/workspaces/update-a-workspace.md): This endpoint allows you to update a workspace within a company. - [Update workspace members](https://docs.lighton.ai/api-reference-v2/workspaces/update-workspace-members.md): This endpoint allows you to update the members of a workspace. - [Add a member to a workspace of your company](https://docs.lighton.ai/api-reference-v3-company/workspaces/add-a-member-to-a-workspace-of-your-company.md): ⚠️ **ALPHA ENDPOINT** - This endpoint is in alpha and subject to breaking changes. Use with caution in production environments. - [Bulk replace workspace members](https://docs.lighton.ai/api-reference-v3-company/workspaces/bulk-replace-workspace-members.md): ⚠️ **ALPHA ENDPOINT** - This endpoint is in alpha and subject to breaking changes. Use with caution in production environments. - [Create a workspace in your company](https://docs.lighton.ai/api-reference-v3-company/workspaces/create-a-workspace-in-your-company.md): ⚠️ **ALPHA ENDPOINT** - This endpoint is in alpha and subject to breaking changes. Use with caution in production environments. - [List workspaces in your company](https://docs.lighton.ai/api-reference-v3-company/workspaces/list-workspaces-in-your-company.md): ⚠️ **ALPHA ENDPOINT** - This endpoint is in alpha and subject to breaking changes. Use with caution in production environments. - [Remove a group from a workspace of your company](https://docs.lighton.ai/api-reference-v3-company/workspaces/remove-a-group-from-a-workspace-of-your-company.md): ⚠️ **ALPHA ENDPOINT** - This endpoint is in alpha and subject to breaking changes. Use with caution in production environments. - [Remove a user from a workspace of your company](https://docs.lighton.ai/api-reference-v3-company/workspaces/remove-a-user-from-a-workspace-of-your-company.md): ⚠️ **ALPHA ENDPOINT** - This endpoint is in alpha and subject to breaking changes. Use with caution in production environments. - [Retrieve a company workspace](https://docs.lighton.ai/api-reference-v3-company/workspaces/retrieve-a-company-workspace.md): ⚠️ **ALPHA ENDPOINT** - This endpoint is in alpha and subject to breaking changes. Use with caution in production environments. - [Retrieve workspace members](https://docs.lighton.ai/api-reference-v3-company/workspaces/retrieve-workspace-members.md): Returns the list of members linked to a workspace in the authenticated user's company. This endpoint can only be used by company-level admins or higher. - [Update a company workspace](https://docs.lighton.ai/api-reference-v3-company/workspaces/update-a-company-workspace.md): ⚠️ **ALPHA ENDPOINT** - This endpoint is in alpha and subject to breaking changes. Use with caution in production environments. - [Add a member to a workspace](https://docs.lighton.ai/api-reference-v3-instance/workspaces/add-a-member-to-a-workspace.md): ⚠️ **ALPHA ENDPOINT** - This endpoint is in alpha and subject to breaking changes. Use with caution in production environments. - [Create a new instance workspace](https://docs.lighton.ai/api-reference-v3-instance/workspaces/create-a-new-instance-workspace.md): Create a new instance workspace. - [Delete a user from a workspace](https://docs.lighton.ai/api-reference-v3-instance/workspaces/delete-a-user-from-a-workspace.md): Remove a user from a custom workspace. This endpoint can only be used by instance level admins. - [Get the list of members for any workspace. This endpoint can only be used by instance level admins.](https://docs.lighton.ai/api-reference-v3-instance/workspaces/get-the-list-of-members-for-any-workspace-this-endpoint-can-only-be-used-by-instance-level-admins.md): ⚠️ **ALPHA ENDPOINT** - This endpoint is in alpha and subject to breaking changes. Use with caution in production environments. - [List instance workspaces](https://docs.lighton.ai/api-reference-v3-instance/workspaces/list-instance-workspaces.md): ⚠️ **ALPHA ENDPOINT** - This endpoint is in alpha and subject to breaking changes. Use with caution in production environments. - [Partially update a workspace](https://docs.lighton.ai/api-reference-v3-instance/workspaces/partially-update-a-workspace.md): ⚠️ **ALPHA ENDPOINT** - This endpoint is in alpha and subject to breaking changes. Use with caution in production environments. - [Remove a group from a workspace](https://docs.lighton.ai/api-reference-v3-instance/workspaces/remove-a-group-from-a-workspace.md): ⚠️ **ALPHA ENDPOINT** - This endpoint is in alpha and subject to breaking changes. Use with caution in production environments. - [Replace all workspace members](https://docs.lighton.ai/api-reference-v3-instance/workspaces/replace-all-workspace-members.md): ⚠️ **ALPHA ENDPOINT** - This endpoint is in alpha and subject to breaking changes. Use with caution in production environments. - [Retrieve instance workspace](https://docs.lighton.ai/api-reference-v3-instance/workspaces/retrieve-instance-workspace.md): ⚠️ **ALPHA ENDPOINT** - This endpoint is in alpha and subject to breaking changes. Use with caution in production environments. - [List agent tools and MCP servers for a chat setting](https://docs.lighton.ai/api-reference-v3/agent/list-agent-tools-and-mcp-servers-for-a-chat-setting.md): Get available native tools and MCP servers with their tools for a given chat setting ID. - [Create a new agent](https://docs.lighton.ai/api-reference-v3/agents/create-a-new-agent.md): Create a new agent (ChatSettings) with specified tools and MCP servers. Access control: Users can create agents in their personal groups. Company admins can create agents in any group within their company. Sys-admin users can create agents in any group. - [Create agent favorite](https://docs.lighton.ai/api-reference-v3/agents/create-agent-favorite.md): Favorite an agent for the current user. - [Delete agent favorite](https://docs.lighton.ai/api-reference-v3/agents/delete-agent-favorite.md): Remove an agent from the current user's favorites by favorite id. - [Delete agent favorite by agent id](https://docs.lighton.ai/api-reference-v3/agents/delete-agent-favorite-by-agent-id.md): Remove an agent from the current user's favorites by agent id. - [Delete an agent](https://docs.lighton.ai/api-reference-v3/agents/delete-an-agent.md): Delete an agent (ChatSettings) by ID. Access control: Users can delete agents in their personal groups. Company admins can delete agents in any group within their company. Sys-admin users can delete any agent. Default agents cannot be deleted. - [Get agent icon](https://docs.lighton.ai/api-reference-v3/agents/get-agent-icon.md): Retrieve the icon for an agent as a WebP image file. Access control: Sys-admin users can access icons for all agents from all companies. Company admin users can access icons for all agents from their company. Regular users can only access icons for agents linked to groups they belong to. - [List agent favorites](https://docs.lighton.ai/api-reference-v3/agents/list-agent-favorites.md): Get a list of the current user's favorited agents, ordered by newest first. - [List all agents](https://docs.lighton.ai/api-reference-v3/agents/list-all-agents.md): Get a paginated list of agents (ChatSettings) accessible to the user. Access control: Sys-admin users can access all agents from all companies. Company admin users can access all agents from their company. Regular users can only access agents linked to groups they belong to. - [List files scoped to an agent](https://docs.lighton.ai/api-reference-v3/agents/list-files-scoped-to-an-agent.md): Retrieve a paginated list of files (documents) accessible to the authenticated user. Results are ordered by upload date (newest first) by default. When using the `search` parameter, results are ordered by relevance. - [List native tools and MCP servers available for a specific agent](https://docs.lighton.ai/api-reference-v3/agents/list-native-tools-and-mcp-servers-available-for-a-specific-agent.md): Get available native tools and MCP servers with their tools for a given agent ID. - [List tags used in workspaces for an agent](https://docs.lighton.ai/api-reference-v3/agents/list-tags-used-in-workspaces-for-an-agent.md): Return a non-paginated list of tags used in documents within workspaces scoped to the specified agent. If the agent is default, tags are computed across all workspaces accessible to the user. If the agent is not default, tags are computed only across workspaces linked to the agent's group, intersect… - [Retrieve a single agent](https://docs.lighton.ai/api-reference-v3/agents/retrieve-a-single-agent.md): Get detailed information about a specific agent (ChatSettings) by ID. Access control: Sys-admin users can access all agents from all companies. Company admin users can access all agents from their company. Regular users can only access agents linked to groups they belong to. - [Update an agent](https://docs.lighton.ai/api-reference-v3/agents/update-an-agent.md): Partially update an agent (ChatSettings) by ID. Access control: Users can update agents in their personal groups. Company admins can update agents in any group within their company. Sys-admin users can update any agent. - [Upload agent icon](https://docs.lighton.ai/api-reference-v3/agents/upload-agent-icon.md): Upload or update an icon for an agent. Maximum file size: 5MB. Access control: Users can upload icons for agents in their personal groups. Company admins can upload icons for agents in any group within their company. Sys-admin users can upload icons for any agent. - [Retrieve an artifact](https://docs.lighton.ai/api-reference-v3/artifacts/retrieve-an-artifact.md): Retrieve an artifact by ID. - [Retrieve an artifact content](https://docs.lighton.ai/api-reference-v3/artifacts/retrieve-an-artifact-content.md): Get the content of an artifact. Returns the file content if the user is authorized to access it. - [Create a company](https://docs.lighton.ai/api-reference-v3/companies/create-a-company.md): This endpoint allows authorized users to create a new company. - [Delete a company](https://docs.lighton.ai/api-reference-v3/companies/delete-a-company.md): This endpoint allows authorized users to delete a company. - [Get company details](https://docs.lighton.ai/api-reference-v3/companies/get-company-details.md): This endpoint allows users to retrieve details of a specific company. - [List companies](https://docs.lighton.ai/api-reference-v3/companies/list-companies.md): This endpoint allows users to list companies based on their permissions. - [Partially update a company (PATCH)](https://docs.lighton.ai/api-reference-v3/companies/partially-update-a-company-patch.md): This endpoint allows partially updating a company's details. - [Preview a seed dataset](https://docs.lighton.ai/api-reference-v3/facets/preview-a-seed-dataset.md): Generate a preview of what a seed dataset would contain (no DB writes). - [Retrieve document chunks](https://docs.lighton.ai/api-reference-v3/files-processing/retrieve-document-chunks.md): Invoke the document retrieval pipeline (embedding + hybrid vector search + Reranking) and return matched document chunks. - [Delete a file](https://docs.lighton.ai/api-reference-v3/files/delete-a-file.md): Permanently delete a file and all associated data. - [List files accessible to the authenticated user](https://docs.lighton.ai/api-reference-v3/files/list-files-accessible-to-the-authenticated-user.md): Retrieve a paginated list of files (documents) accessible to the authenticated user. Results are ordered by upload date (newest first) by default. When using the `search` parameter, results are ordered by relevance. - [Retrieve a single file by ID](https://docs.lighton.ai/api-reference-v3/files/retrieve-a-single-file-by-id.md): Retrieve detailed information for a single file by its ID. Only files that the authenticated user is authorized to access will be returned. Returns 404 if the file does not exist or the user does not have access. - [Update file metadata](https://docs.lighton.ai/api-reference-v3/files/update-file-metadata.md): Update mutable fields of a file (document). - [Upload a file](https://docs.lighton.ai/api-reference-v3/files/upload-a-file.md): Upload a file to a workspace. - [Create MCP server](https://docs.lighton.ai/api-reference-v3/mcp/create-mcp-server.md): Create a new MCP server scoped to the authenticated user's personal group. The server is automatically linked to the user's company and personal group — users cannot create servers for other companies or groups. - [Delete MCP server](https://docs.lighton.ai/api-reference-v3/mcp/delete-mcp-server.md): Delete an MCP server. This will remove it from all agents using it. - [Get MCP server details](https://docs.lighton.ai/api-reference-v3/mcp/get-mcp-server-details.md): Get details of a specific MCP server. URL is redacted unless user has secret read permissions. - [List MCP servers](https://docs.lighton.ai/api-reference-v3/mcp/list-mcp-servers.md): List MCP servers available to the authenticated user (servers only; tools are not included). - [List tools for an MCP server](https://docs.lighton.ai/api-reference-v3/mcp/list-tools-for-an-mcp-server.md): Returns the tools registered for a specific MCP server. Returns 403 if the server does not exist or is not accessible. - [Update MCP server](https://docs.lighton.ai/api-reference-v3/mcp/update-mcp-server.md): Update an existing MCP server. All fields are optional. - [Create embeddings](https://docs.lighton.ai/api-reference-v3/models/create-embeddings.md): This endpoint can be used to convert text chunks into embeddings. - [Generate a chat completion](https://docs.lighton.ai/api-reference-v3/models/generate-a-chat-completion.md): This endpoint can be used to generate chat completions from a Large Language Model. - [Parse a document to Markdown via VLM](https://docs.lighton.ai/api-reference-v3/models/parse-a-document-to-markdown-via-vlm.md): Upload a file for synchronous OCR processing. This endpoint is intended for lightweight, low-volume document parsing and returns results inline in the response. - [Create a group](https://docs.lighton.ai/api-reference-v3/scim/create-a-group.md): Automatic filtering on company defined in get_extra_model_filter_kwargs_getter() We disable PUT as Microsoft does not need it - [Create a user](https://docs.lighton.ai/api-reference-v3/scim/create-a-user.md): Automatic filtering on company defined in get_extra_model_filter_kwargs_getter() - [Delete a group](https://docs.lighton.ai/api-reference-v3/scim/delete-a-group.md): Automatic filtering on company defined in get_extra_model_filter_kwargs_getter() We disable PUT as Microsoft does not need it - [Delete a user](https://docs.lighton.ai/api-reference-v3/scim/delete-a-user.md): Automatic filtering on company defined in get_extra_model_filter_kwargs_getter() - [List or Retrieve a group](https://docs.lighton.ai/api-reference-v3/scim/list-or-retrieve-a-group.md): Automatic filtering on company defined in get_extra_model_filter_kwargs_getter() We disable PUT as Microsoft does not need it - [List or Retrieve resource types](https://docs.lighton.ai/api-reference-v3/scim/list-or-retrieve-resource-types.md) - [List or Retrieve schemas](https://docs.lighton.ai/api-reference-v3/scim/list-or-retrieve-schemas.md) - [List or Retrieve users](https://docs.lighton.ai/api-reference-v3/scim/list-or-retrieve-users.md): Automatic filtering on company defined in get_extra_model_filter_kwargs_getter() - [Replace a user](https://docs.lighton.ai/api-reference-v3/scim/replace-a-user.md): Automatic filtering on company defined in get_extra_model_filter_kwargs_getter() - [Retrieve Service Provider Configuration](https://docs.lighton.ai/api-reference-v3/scim/retrieve-service-provider-configuration.md) - [Update a group](https://docs.lighton.ai/api-reference-v3/scim/update-a-group.md): Automatic filtering on company defined in get_extra_model_filter_kwargs_getter() We disable PUT as Microsoft does not need it - [Update a user](https://docs.lighton.ai/api-reference-v3/scim/update-a-user.md): Automatic filtering on company defined in get_extra_model_filter_kwargs_getter() - [List or retrieve sources](https://docs.lighton.ai/api-reference-v3/sources/list-or-retrieve-sources.md): Unified endpoint to list document and web sources with filtering. - [Add tags to a file](https://docs.lighton.ai/api-reference-v3/tags/add-tags-to-a-file.md): Add one or more tags to a file without affecting existing tags. - [Create a new tag for the company](https://docs.lighton.ai/api-reference-v3/tags/create-a-new-tag-for-the-company.md): Create a new tag for the authenticated user's company. The auto_assign flag determines if the tag can be automatically assigned by the system (True) or only manually (False). Requires tag creation permission. - [Delete a company tag](https://docs.lighton.ai/api-reference-v3/tags/delete-a-company-tag.md): Delete a company tag. This will also remove all Document-Tag associations with this tag. Requires tag deletion permission. - [List all tags for the authenticated user's company](https://docs.lighton.ai/api-reference-v3/tags/list-all-tags-for-the-authenticated-users-company.md): Retrieve a list of tags for the authenticated user's company. Results are ordered by creation date (newest first). - [Remove a tag from a file](https://docs.lighton.ai/api-reference-v3/tags/remove-a-tag-from-a-file.md): Remove a specific tag from a file. - [Create a conversation thread](https://docs.lighton.ai/api-reference-v3/threads/create-a-conversation-thread.md): Create a new conversation thread. - [Create a conversation thread with initial turn](https://docs.lighton.ai/api-reference-v3/threads/create-a-conversation-thread-with-initial-turn.md): Create a new thread and immediately ask a query in a single request. This endpoint combines thread creation and turn creation to reduce round trips. - [Create a conversation turn in a thread](https://docs.lighton.ai/api-reference-v3/threads/create-a-conversation-turn-in-a-thread.md): Ask a query to the agent. - [Delete a conversation thread](https://docs.lighton.ai/api-reference-v3/threads/delete-a-conversation-thread.md): Delete a thread by ID. - [Get suggested queries for a conversation thread](https://docs.lighton.ai/api-reference-v3/threads/get-suggested-queries-for-a-conversation-thread.md): Get AI-generated suggested follow-up queries for a thread. - [List conversation threads](https://docs.lighton.ai/api-reference-v3/threads/list-conversation-threads.md): List conversation threads for the authenticated user with cursor-based pagination. - [List conversation turns in a thread](https://docs.lighton.ai/api-reference-v3/threads/list-conversation-turns-in-a-thread.md): List all turns (answers) for a thread with cursor-based pagination. - [Resume a turn generation](https://docs.lighton.ai/api-reference-v3/threads/resume-a-turn-generation.md): Resume streaming the last turn of a thread. - [Retrieve a conversation thread](https://docs.lighton.ai/api-reference-v3/threads/retrieve-a-conversation-thread.md): Get a thread by ID. - [Update a conversation thread](https://docs.lighton.ai/api-reference-v3/threads/update-a-conversation-thread.md): Update a thread by ID. Use query parameters 'anonymize=true' to anonymize an ephemeral thread or 'cancel=true' to cancel the current turn processing. - [Update a conversation turn in a thread](https://docs.lighton.ai/api-reference-v3/threads/update-a-conversation-turn-in-a-thread.md): Update a turn by ID. Use query parameter 'action' to specify the action: 'like_dislike' to send like/dislike feedback, 'copied' to mark as copied, or 'flag' to create a flag. - [List native tools](https://docs.lighton.ai/api-reference-v3/tools/list-native-tools.md): Returns native tools available to the authenticated user's company. If the company has no tool restrictions configured, all native tools are returned. Sys-admins can pass `company_id` to inspect another company's allowed tools. - [Create a user group](https://docs.lighton.ai/api-reference-v3/user-groups/create-a-user-group.md): This endpoint allows company admins to create a new user group. - [Delete group of users](https://docs.lighton.ai/api-reference-v3/user-groups/delete-group-of-users.md): Delete a group of usersNote that if the users group could not be deleted because of protected dependencies, - [Fully update a group (PUT)](https://docs.lighton.ai/api-reference-v3/user-groups/fully-update-a-group-put.md): This endpoint allows updating a group's name and description. - [Get group details](https://docs.lighton.ai/api-reference-v3/user-groups/get-group-details.md): This endpoint allows users to retrieve details of a specific group. - [List user groups](https://docs.lighton.ai/api-reference-v3/user-groups/list-user-groups.md): This endpoint allows users to list groups based on their permissions. - [Partially update a group (PATCH)](https://docs.lighton.ai/api-reference-v3/user-groups/partially-update-a-group-patch.md): This endpoint allows partially updating a group's name or description. - [Create a new company member](https://docs.lighton.ai/api-reference-v3/users/create-a-new-company-member.md): This endpoint allows to create a new company member. - [Delete a company member](https://docs.lighton.ai/api-reference-v3/users/delete-a-company-member.md): This endpoint allows to delete a specific company member by ID. - [Get current user profile](https://docs.lighton.ai/api-reference-v3/users/get-current-user-profile.md): Returns information on the authenticated user including: - Profile: id, username, full_name, email - Permissions: admin access, document management, API key management, monitoring permission - Settings: language preference, help step preference - Compliance: terms acceptance status - Company: id, na… - [List company members](https://docs.lighton.ai/api-reference-v3/users/list-company-members.md): This endpoint allows to list company members. - [List roles of a company member](https://docs.lighton.ai/api-reference-v3/users/list-roles-of-a-company-member.md): This endpoint allows you to list the roles of a company member. - [Partially update a company member](https://docs.lighton.ai/api-reference-v3/users/partially-update-a-company-member.md): This endpoint allows to update a specific company member by ID. - [Retrieve a company member](https://docs.lighton.ai/api-reference-v3/users/retrieve-a-company-member.md): This endpoint allows to retrieve a specific company member by ID. - [Update a company member](https://docs.lighton.ai/api-reference-v3/users/update-a-company-member.md): This endpoint allows to update a specific company member by ID. - [Update current user profile](https://docs.lighton.ai/api-reference-v3/users/update-current-user-profile.md): Updates settings for the authenticated user. - [Update roles of a company member](https://docs.lighton.ai/api-reference-v3/users/update-roles-of-a-company-member.md): This endpoint allows you to update the roles of a company member. - [Add a member to a workspace](https://docs.lighton.ai/api-reference-v3/workspaces/add-a-member-to-a-workspace.md): ⚠️ **ALPHA ENDPOINT** - This endpoint is in alpha and subject to breaking changes. Use with caution in production environments. - [Create a workspace](https://docs.lighton.ai/api-reference-v3/workspaces/create-a-workspace.md): ⚠️ **ALPHA ENDPOINT** - This endpoint is in alpha and subject to breaking changes. Use with caution in production environments. - [Delete a workspace (deprecated)](https://docs.lighton.ai/api-reference-v3/workspaces/delete-a-workspace-deprecated.md): ⚠️ **ALPHA ENDPOINT** - This endpoint is in alpha and subject to breaking changes. Use with caution in production environments. - [List workspace members](https://docs.lighton.ai/api-reference-v3/workspaces/list-workspace-members.md): ⚠️ **ALPHA ENDPOINT** - This endpoint is in alpha and subject to breaking changes. Use with caution in production environments. - [List workspaces](https://docs.lighton.ai/api-reference-v3/workspaces/list-workspaces.md): ⚠️ **ALPHA ENDPOINT** - This endpoint is in alpha and subject to breaking changes. Use with caution in production environments. - [Remove a group from a custom workspace](https://docs.lighton.ai/api-reference-v3/workspaces/remove-a-group-from-a-custom-workspace.md): ⚠️ **ALPHA ENDPOINT** - This endpoint is in alpha and subject to breaking changes. Use with caution in production environments. - [Remove a user from a workspace](https://docs.lighton.ai/api-reference-v3/workspaces/remove-a-user-from-a-workspace.md): ⚠️ **ALPHA ENDPOINT** - This endpoint is in alpha and subject to breaking changes. Use with caution in production environments. - [Replace all workspace members](https://docs.lighton.ai/api-reference-v3/workspaces/replace-all-workspace-members.md): ⚠️ **ALPHA ENDPOINT** - This endpoint is in alpha and subject to breaking changes. Use with caution in production environments. - [Retrieve a workspace](https://docs.lighton.ai/api-reference-v3/workspaces/retrieve-a-workspace.md): ⚠️ **ALPHA ENDPOINT** - This endpoint is in alpha and subject to breaking changes. Use with caution in production environments. - [Update a workspace](https://docs.lighton.ai/api-reference-v3/workspaces/update-a-workspace.md): ⚠️ **ALPHA ENDPOINT** - This endpoint is in alpha and subject to breaking changes. Use with caution in production environments. - [Error Responses](https://docs.lighton.ai/en/administration/advanced-administration/error-responses.md): During the use of Paradigm or the API, errors may occur. - [Group Results](https://docs.lighton.ai/en/administration/advanced-administration/group-results.md): In Paradigm, Celery is used as a background task runner, managing various processes such as parsing data, sending emails, and other asynchronous operations. The admin panel provides a way to monitor and manage these tasks effectively. - [ML Completions](https://docs.lighton.ai/en/administration/advanced-administration/ml-completions.md): Represents a single machine learning (ML) completion object. Each completion contains exactly one output from the language model (LLM). - [ML Requests](https://docs.lighton.ai/en/administration/advanced-administration/ml-requests.md): API request sent by a user, which may include multiple prompts. - [ML Responses](https://docs.lighton.ai/en/administration/advanced-administration/ml-responses.md): The corresponding API response from the LLM to the user. If a request includes multiple prompts, there will be multiple completions. - [Task Results](https://docs.lighton.ai/en/administration/advanced-administration/task-results.md): In Paradigm, Celery is used as a background task runner, managing various processes such as parsing data, sending emails, and other asynchronous operations. The admin panel provides a way to monitor and manage these tasks effectively. - [Agents Settings](https://docs.lighton.ai/en/administration/agent-management/agent-settings.md): The Agent section in the administration interface allows administrators to configure and manage the Agents available to their organization. - [MCP Servers Integration](https://docs.lighton.ai/en/administration/agent-management/mcp-servers.md): Extend the scope of Paradigm by connecting third-party MCP servers. - [Access the Admin Panel](https://docs.lighton.ai/en/administration/getting-started/access-admin-panel.md): Paradigm admin panel is accessible by clicking on your name and then clicking on Admin. - [API keys](https://docs.lighton.ai/en/administration/iam/authentication/api-keys.md): You can use the search bar to easily find the API key you're looking for - [Configure LDAP Authentication](https://docs.lighton.ai/en/administration/iam/authentication/ldap-configuration.md): LDAP authentication lets users log in to Paradigm using their corporate directory credentials, without needing a separate Paradigm password. - [Security and Authentication on Paradigm: Our Approach to MFA](https://docs.lighton.ai/en/administration/iam/authentication/security-mfa-authentication.md): LightOn takes security requirements seriously and has designed Paradigm to support flexible and robust authentication methods. - [Activate the SSO Service in Paradigm](https://docs.lighton.ai/en/administration/iam/authentication/sso-activation.md): Single Sign-On (SSO) is a feature that allows users to connect to multiple applications using the same credentials, without having to re-enter their Paradigm username and password. - [Best Practices To Use Groups](https://docs.lighton.ai/en/administration/iam/group-management/groups-best-practices.md): Understand how use groups the best way in your organization - [Group Management: Solving Common Issues](https://docs.lighton.ai/en/administration/iam/group-management/groups-troubleshooting.md): Explore effective strategies and practical solutions to identify, address, and resolve common challenges in group management, fostering collaboration and productivity. - [How to Manage Groups?](https://docs.lighton.ai/en/administration/iam/group-management/managing-groups.md): Step-by-step guide to creating Custom Groups, adding and removing members, updating group details, and managing group lifecycle in the Admin Panel. - [Understanding Groups Fundamental Concepts](https://docs.lighton.ai/en/administration/iam/group-management/understanding-groups.md): Learn what groups are in Paradigm, how they control resource access, and the three group types: Company, Custom, and Private groups. - [Identity & Access Management Overview](https://docs.lighton.ai/en/administration/iam/overview.md): Understanding how users, groups, and workspaces control access in Paradigm - [Authentication and Password Management](https://docs.lighton.ai/en/administration/iam/user-management/authentication-and-password-management.md): Learn how LightOn’s authentication system works, which password security rules are enforced, and how SSO helps meet your organization’s specific security and compliance requirements. - [How to Manage Multiple Paradigm Accounts with the Same Email Address](https://docs.lighton.ai/en/administration/iam/user-management/multiple-accounts.md): In this guide, we explain how you can use the same email address to create multiple accounts on the Paradigm platform, allowing you to manage different companies efficiently. - [SCIM Configuration: Microsoft Entra ID](https://docs.lighton.ai/en/administration/iam/user-management/scim-configuration-entra-id.md): Here are the different steps to follow in Paradigm in order to configure the automatic user provisioning in Paradigm from Microsoft Entra ID (formerly Azure Active Directory). - [Can Paradigm automatically provision users?](https://docs.lighton.ai/en/administration/iam/user-management/scim-user-provisioning.md): This article explains how Paradigm implements the SCIM (System for Cross-domain Identity Management) protocol to enable transparent provisioning and management of users between systems. - [Managing User Limits per Company](https://docs.lighton.ai/en/administration/iam/user-management/user-limits.md): As an Admin, you can set a maximum number of users per company in the admin settings to control the number of users associated with each company. - [User Operations Guide](https://docs.lighton.ai/en/administration/iam/user-management/user-operations.md): This guide provides step-by-step instructions for managing users on Paradigm. Whether you need to create a single user, import multiple users, or manage existing accounts, you'll find all the necessary procedures here. - [Understanding User Roles and Permissions in Paradigm](https://docs.lighton.ai/en/administration/iam/user-management/user-roles.md): Paradigm implements a comprehensive role-based access control system to ensure secure and efficient management of user permissions. This article explains the different user roles available and their associated permissions. - [Datasources in Paradigm](https://docs.lighton.ai/en/administration/knowledge-management/data-sources/datasources.md): Datasources allow your organization to sync external knowledge bases within Paradigm without end-user interaction or management. - [Google Drive Datasource](https://docs.lighton.ai/en/administration/knowledge-management/data-sources/google-drive-datasource.md): Configure and manage the synchronization between a Google Drive content and Paradigm. - [ServiceNow Datasource](https://docs.lighton.ai/en/administration/knowledge-management/data-sources/servicenow-datasource.md): Configure and manage the synchronization between ServiceNow content and Paradigm. - [SharePoint and Teams Datasource](https://docs.lighton.ai/en/administration/knowledge-management/data-sources/sharepoint-teams-datasource.md): Synchronize content from your MS SharePoint and Teams document libraries to Paradigm. - [Web Scraping Datasource](https://docs.lighton.ai/en/administration/knowledge-management/data-sources/webscraping-datasource.md): The WebScraping datasource is a powerful tool for automatically extracting content from websites and importing it into your workspace. - [Document Access Management in the Admin Tool](https://docs.lighton.ai/en/administration/knowledge-management/documents/document-access-management.md): Document confidentiality is a top priority. For this reason, the platform's admin tool and API are designed to ensure that users can only see and interact with documents they are explicitly authorized to access. - [Document Chunks](https://docs.lighton.ai/en/administration/knowledge-management/documents/document-chunks.md): Paradigm analyzes all documents and creates these excerpts to justify the model's response. This page provides detailed information about the generated excerpts, including the identified content and associated metadata. - [Document Extracts](https://docs.lighton.ai/en/administration/knowledge-management/documents/document-extracts.md): Details the excerpts from documents that are used when a user asks a question with the "search in my document" option selected. - [Documents](https://docs.lighton.ai/en/administration/knowledge-management/documents/documents.md): This information helps understand how the model qualifies the document and provides in-depth insights into it. - [Workspaces - Managing Document Access](https://docs.lighton.ai/en/administration/knowledge-management/workspaces/managing-workspaces.md): Step-by-step guide to creating Custom Workspaces, adding and removing members, updating workspace details, view and upload document, and managing workspace lifecycle in the Admin Panel. - [Understanding Workspaces Fundamental Concepts](https://docs.lighton.ai/en/administration/knowledge-management/workspaces/understanding-workspaces.md): Learn what workspaces are in Paradigm and how they control document access. - [Best Practices for Organizing and Using Workspaces in Paradigm](https://docs.lighton.ai/en/administration/knowledge-management/workspaces/workspaces-best-practices.md): Learn how to structure, manage, and utilize workspaces effectively to enhance collaboration, streamline workflows, and boost productivity across your enterprise. - [Mastering Workspace Storage Limits in Paradigm](https://docs.lighton.ai/en/administration/knowledge-management/workspaces/workspaces-storage-limits.md): This feature allows administrators to control the volume of documents stored in the workspace, ensuring that your company's storage needs are met without compromising performance. - [Audit Log](https://docs.lighton.ai/en/administration/monitoring-and-analytics/audit-log.md): To ensure traceability of actions performed by users and admins, the Paradigm platform provides an "Audit Log" section accessible to Admins. This guide will help you navigate and utilize this feature. - [Add Custom Tracking Scripts — No Code Deployment Required](https://docs.lighton.ai/en/administration/monitoring-and-analytics/custom-scripts.md): System administrators can now add custom JavaScript tracking tags (e.g. Google Analytics 4, Pendo, Hotjar, etc.) directly at the tenant level, without requiring any code deployment or engineering intervention. - [Debugging Temporary Access Requests (Sessions & Docs)](https://docs.lighton.ai/en/administration/monitoring-and-analytics/debugging-access-requests.md): This article explains how to troubleshoot and resolve issues with the Ask for Access feature, which allows DPO Admins or Company DPOs to request temporary access to documents and sessions. - [How to investigate chat flags](https://docs.lighton.ai/en/administration/monitoring-and-analytics/investigate-chat-flags.md): We'll explore the underlying reasons behind these unexpected responses and provide practical tips to resolve these issues and improve your interactions with Paradigm. - [Reporting and Usage Tracking](https://docs.lighton.ai/en/administration/monitoring-and-analytics/reporting.md): Track platform and API usage with reporting endpoints, and build custom dashboards and KPIs tailored to your business needs - [Telemetry & Diagnostics](https://docs.lighton.ai/en/administration/monitoring-and-analytics/telemetry-overview.md): This module enables proactive maintenance and accelerates incident resolution. Disabled by default, it relies on a purely technical and anonymized data collection process, guaranteeing the absolute confidentiality of your data through strict local scrubbing before secure transmission to servers host… - [Conversation (Thread) Management and Auditing](https://docs.lighton.ai/en/administration/monitoring-and-analytics/thread.md): This section of the administration panel allows you to monitor overall Paradigm activity, diagnose technical errors, and—under strict procedures—audit conversation content. - [Companies](https://docs.lighton.ai/en/administration/organization-setup/companies.md): In Paradigm, a 'Company' is a crucial organizational entity. It defines the scope of document access and analytics within our chat-with-documents platform. - [Themes Management](https://docs.lighton.ai/en/administration/organization-setup/themes-management.md): The Paradigm theme customization feature allows you to personalize the Paradigm interface by changing its colors and uploading your company's logo. - [Adding new languages to Paradigm](https://docs.lighton.ai/en/administration/system-configuration/adding-new-languages.md): This page allows for the creation of additionnal languages in Paradigm. - [Config Keys](https://docs.lighton.ai/en/administration/system-configuration/config-key.md): By utilizing these configuration key values, administrators can tailor the Paradigm instance. - [Legal Documents](https://docs.lighton.ai/en/administration/system-configuration/legal-documents.md): This page is designed to help you understand the importance and functionality of managing legal links within Paradigm. - [Automated retention of logs and response data](https://docs.lighton.ai/en/administration/system-configuration/log-retention-system.md): The log retention system ensures that audit logs are automatically anonymized after the configured retention period, helping maintain GDPR compliance while preserving essential historical records. - [Managing Models in Paradigm's Admin Panel](https://docs.lighton.ai/en/administration/system-configuration/managing-models.md): The Models section in Paradigm allows you to integrate any model into the platform, enabling users to interact with them. - [Tool Management](https://docs.lighton.ai/en/administration/system-configuration/tools.md): This page allows System Administrators to configure the agent’s functional capabilities at the global instance level. Tools are the functions the AI model can call to answer user requests (e.g., searching the web, analyzing a document, executing code). This section focuses on Native Tools, develop… - [Translation Strings](https://docs.lighton.ai/en/administration/system-configuration/translation-strings.md): This page allows administrators to manage and customize all interface content translations. These settings apply at the tenant level — all companies associated with a tenant share the same translation strings. LightOn updates the default translation strings with every Paradigm release. - [Tracking User Legal Acceptance](https://docs.lighton.ai/en/administration/system-configuration/user-legal-acceptance.md): How to See Which Users Accepted the Terms and Conditions - [Agents](https://docs.lighton.ai/en/developer-resources/agents-and-threads/agents.md): Perform task efficiently by using and creating specialized agents - [Threads](https://docs.lighton.ai/en/developer-resources/agents-and-threads/threads.md): Perform agentic tasks using the threads system - [OpenAI SDK Compatibility](https://docs.lighton.ai/en/developer-resources/api-fundamentals/openai-compatibility.md): Use the OpenAI Python SDK with our API - [Using the Paradigm API via a Proxy in Python](https://docs.lighton.ai/en/developer-resources/api-fundamentals/proxy-configuration.md): Learn how to configure your requests to work with the Paradigm API when your company uses a proxy. - [Chat API Endpoint Quick Guide](https://docs.lighton.ai/en/developer-resources/api-fundamentals/quick-guide.md): Welcome to our guide on the Paradigm public API. This powerful interface provides developers with flexible access to our services, enabling seamless integration of our advanced features into your applications. - [Paradigm usage data](https://docs.lighton.ai/en/developer-resources/api-fundamentals/usage-data.md): The Paradigm API can be used by company or instance administrators to track usage of the platform. - [Asynchronous API Requests with aiohttp](https://docs.lighton.ai/en/developer-resources/chat-and-ai-models/async-requests.md): By using aiohttp with the Paradigm API, you can leverage the power of asynchronous programming in Python to improve the speed of your API requests. - [Embeddings endpoint](https://docs.lighton.ai/en/developer-resources/chat-and-ai-models/embeddings.md): The embeddings API endpoint allows you to easily convert some text into embedding vectors. This feature gives you the possibility to manage your own vector database while keeping the advantages of Paradigm. - [Get the list of models](https://docs.lighton.ai/en/developer-resources/chat-and-ai-models/models-list.md): In order to know which models you can have access to through Paradigm, a dedicated endpoint is available for you to get the list of available models. - [Regex-Powered Template Filling via API](https://docs.lighton.ai/en/developer-resources/chat-and-ai-models/regex-templates.md): Our API now supports regex-based template filling, enabling precise formatting in generated content. Ideal for data that must conform to specific patterns like credit card numbers, phone numbers, or custom identifiers. - [Get Structured Output Generation](https://docs.lighton.ai/en/developer-resources/chat-and-ai-models/structured-output.md): Enhance your applications with high-quality, structured output using our API's dedicated parameters. This feature is key for creating or parsing structured data, ensuring it meets specific format and validation rules. - [Tokenize endpoint](https://docs.lighton.ai/en/developer-resources/chat-and-ai-models/tokenize.md): The tokenize API endpoint allows you to easily convert some text into a list of tokens for a specific model. - [Upload Files to Paradigm](https://docs.lighton.ai/en/developer-resources/files/add-document.md): Upload documents to Paradigm using the V3 Files API - simplified one-step process with support for single files and batch uploads. - [Delete a document](https://docs.lighton.ai/en/developer-resources/files/delete-document.md): The files API endpoint can be used to delete an uploaded document from Paradigm. - [Document search with Paradigm ](https://docs.lighton.ai/en/developer-resources/files/document-search.md): RAG requests can be 100% done through the Paradigm API. It allows users to submit a query, which the system processes to provide relevant answers by leveraging associated documents or going through the whole knowledge base. - [Get the list of uploaded documents](https://docs.lighton.ai/en/developer-resources/files/list-documents.md): This guide explains how to retrieve and search through uploaded documents in Paradigm using the v3 API. - [Alfred Frontier 5](https://docs.lighton.ai/en/developer-resources/lighton-models/alfred-ft5.md): LightOn introduces Alfred-ft5, the latest high‑performance model built for organizations that prioritize raw quality, advanced reasoning, and best‑in‑class tool usage. - [Alfred Sovereign 5](https://docs.lighton.ai/en/developer-resources/lighton-models/alfred-sv5.md): LightOn introduces Alfred-sv5, the latest iteration of its model designed for organizations where the European origin of the LLM is a requirement. - [First Login and Interface Navigation](https://docs.lighton.ai/en/getting-started/first-login.md): Learn how to access Paradigm for the first time and navigate the main interface elements. - [Welcome to LightOn Paradigm Documentation](https://docs.lighton.ai/en/index.md): Your comprehensive guide to mastering LightOn Paradigm - the enterprise AI platform that transforms how your team collaborates with artificial intelligence. - [Releases](https://docs.lighton.ai/en/releases/index.md): Product updates and announcements - [How to submit a report to the Support team](https://docs.lighton.ai/en/support-legal/getting-help/reporting-guide.md): On this page, you will find the official methods to report a bug, submit a feature request, or ask a question to our team. - [GDPR Compliance](https://docs.lighton.ai/en/support-legal/legal-and-compliance/gdpr-compliance.md): Understand how Paradigm complies with GDPR regulations and your rights regarding personal data processing. - [Privacy Policy](https://docs.lighton.ai/en/support-legal/legal-and-compliance/privacy-policy.md): Privacy policy governing data processing and protection for LightOn's Paradigm AI platform and services. - [Terms of use](https://docs.lighton.ai/en/support-legal/legal-and-compliance/terms-of-use.md): These Conditions of Use govern access and use of the Services made available by LightOn. - [Content Generator - HR Example](https://docs.lighton.ai/en/use-cases/ads.md): Example: Generate professional job offer advertisements from job specifications. - [Chatbot](https://docs.lighton.ai/en/use-cases/chatbot.md): A conversational chatbot with document context from a dedicated workspace. - [Supported Browsers for the LightOn Platform](https://docs.lighton.ai/en/user-guides/best-practices/supported-browsers.md): To ensure the best user experience, the LightOn platform is designed to work with the most recent and widely used browsers. - [Troubleshooting](https://docs.lighton.ai/en/user-guides/best-practices/troubleshooting.md): Having trouble with Paradigm? Don't worry - common issues can often be resolved with simple troubleshooting steps. - [Agents: Your Specialized Assistants](https://docs.lighton.ai/en/user-guides/chat-features/agents.md): Agent Mode equips your assistant with a new cognitive capability: multi-tool reasoning. - [🔒 Ephemeral Mode: Full Privacy, Even Internally](https://docs.lighton.ai/en/user-guides/chat-features/ephemeral-mode.md): Ephemeral Mode lets users start private, temporary sessions where no content is stored or visible to admins. It’s designed to prevent shadow AI and ensure full privacy, even internally. - [Understanding the Session history](https://docs.lighton.ai/en/user-guides/chat-features/session-history-usage.md): The Session History, displayed in the left sidebar, helps you keep track of all your past conversations in the application. - [Suggested Queries ](https://docs.lighton.ai/en/user-guides/chat-features/suggested-queries.md) - [Uploading documents from the chat](https://docs.lighton.ai/en/user-guides/chat-features/upload-documents-chat.md): You can easily add documents to your questions directly from the chat window. This makes it simple to give more context without leaving the conversation. - [How to Restrict Chat to Specific Workspaces, Documents, or Tags](https://docs.lighton.ai/en/user-guides/chat-features/workspace-chat-scope.md): Learn how to limit your chat interactions to specific workspaces, documents, or tags, ensuring the model only works with content relevant to your selected scope. - [Automatic Summaries for Documents and Workspaces](https://docs.lighton.ai/en/user-guides/documents-management/automatic-summaries.md): Every newly uploaded document is automatically summarized to help users quickly understand its content. Summaries are also generated at the workspace level. - [Why can’t I upload my CSV file?](https://docs.lighton.ai/en/user-guides/documents-management/csv-upload-issues.md): If a CSV file doesn’t upload in Paradigm, the issue is often related to the separator used or the file’s structure. Here’s how to check and fix it. - [Understanding And Using Document Tags](https://docs.lighton.ai/en/user-guides/documents-management/document-tags.md): This article explains how tags are managed by company admins, how they can be applied, manually or automatically to documents and where to find and use them for faster, more accurate searches. - [Documents and Workspaces](https://docs.lighton.ai/en/user-guides/documents-management/documents-workspaces.md): Learn how to view, manage, upload, and organize documents within workspaces in Paradigm. - [Supported File Formats](https://docs.lighton.ai/en/user-guides/documents-management/supported-file-formats.md): Paradigm supports a variety of file formats for search and analysis functionalities. Below, we clarify what each of these capabilities means and how they apply to the different formats. - [Why don’t my documents display in preview?](https://docs.lighton.ai/en/user-guides/documents-management/why-doc-preview-not-working.md): In some cases, document search works but the preview does not display. This is usually caused by your company’s Content Security Policy (CSP). - [AnalyseDoc](https://docs.lighton.ai/en/user-guides/tools-mastery/analysedoc.md): Advanced analysis tool for summarizing and synthesizing voluminous documents according to a specific angle of analysis defined by the user. - [DocumentSearch](https://docs.lighton.ai/en/user-guides/tools-mastery/documentsearch.md): Powerful Retrieval Augmented Generation (RAG) tool that allows you to query documents in your database using natural language. - [No Tool Mode](https://docs.lighton.ai/en/user-guides/tools-mastery/no-tool-mode.md): Utilizes only the language model's prior knowledge without relying on external documents or sources. - [WebSearch](https://docs.lighton.ai/en/user-guides/tools-mastery/websearch.md): LightOn is evolving its Web Search feature towards the MCP (Model Context Protocol) standard to guarantee optimal performance and flexibility. This article details this transition, the discontinuation of the legacy tool, and the procedure to connect a third-party provider like Linkup. - [Why Choose a Specific Tool?](https://docs.lighton.ai/en/user-guides/tools-mastery/why-choose-specific-tool.md): Learn how selecting the appropriate tool optimizes Paradigm's responses according to your specific needs. - [Chat Instructions (Experience Personalization)](https://docs.lighton.ai/en/user-guides/user-profile/chat-instructions.md): Learn how to personalize the assistant’s responses by setting Chat Instructions that adapt the tone, level of detail, and format to your preferences. - [Manage your API keys from your profile](https://docs.lighton.ai/en/user-guides/user-profile/my-api-keys.md): If you have the “API Key Manager” permission, you can manage your access keys independently directly from your user space, without going through an administrator. - [Managing Your Profile, Data, and Security](https://docs.lighton.ai/en/user-guides/user-profile/user-profile-space.md): The Profile tab and Password tab in your user area centralize your personal information, language preferences, and tools related to your data privacy (GDPR). ## OpenAPI Specs - [openapi-v3](https://docs.lighton.ai/api-reference/openapi-v3.yaml) - [openapi-v3-instance](https://docs.lighton.ai/api-reference/openapi-v3-instance.yaml) - [openapi-v3-company](https://docs.lighton.ai/api-reference/openapi-v3-company.yaml) - [openapi-v2](https://docs.lighton.ai/api-reference/openapi-v2.yaml)