From ac09de454dfd973283932ec69e20764e28640e4c Mon Sep 17 00:00:00 2001
From: Thomas Mecattaf <105132455+mecattaf@users.noreply.github.com>
Date: Tue, 20 May 2025 08:35:41 -0400
Subject: [PATCH] docs: grammar and clarity fixes for multitenancy/Qdrant
 section (follow-up to #551)
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This PR improves the language and clarity of the recently merged multitenancy/Qdrant documentation (merged via #551).

No content changes — just fixes to grammar and phrasing for better readability and consistency.
---
 docs/getting-started/env-configuration.md | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/docs/getting-started/env-configuration.md b/docs/getting-started/env-configuration.md
index faa6200..9ad3a3d 100644
--- a/docs/getting-started/env-configuration.md
+++ b/docs/getting-started/env-configuration.md
@@ -1210,19 +1210,19 @@ modeling files for reranking.
 
 This will disconect all Qdrant collections created in the previous pattern, which is non-multitenancy. Go to  `Admin Settings` > `Documents` > `Reindex Knowledge Base` to migrate existing knowledges.
 
-The Qdrant collections created in the previous pattern will still take resources.
+The Qdrant collections created in the previous pattern will still consume resources.
 
-Currently, there is no button on the UI for only reset vector DB, if you want to migrate knowledges to multitenancy:
-- Remove all collections with `open_webui-knowledge` prefix (or `open_webui` prefix to remove all collections related to Open WebUI) with native Qdrant Client
-- Go to  `Admin Settings` > `Documents` > `Reindex Knowledge Base` to migrate existing knowledges
+Currently, there is no button in the UI to only reset the vector DB. If you want to migrate knowledge to multitenancy:
+- Remove all collections with the `open_webui-knowledge` prefix (or `open_webui` prefix to remove all collections related to Open WebUI) using the native Qdrant client
+- Go to `Admin Settings` > `Documents` > `Reindex Knowledge Base` to migrate existing knowledge base
 
-`Reindex Knowledge Base` will ONLY migrate knowledges
+`Reindex Knowledge Base` will ONLY migrate the knowledge base
 
 :::
 
 :::danger
 
-When you decided to use multitenancy pattern as your default and you don't need to migrate old knowledge, go to `Admin Settings` > `Documents` to reset vector and knowledge, which will delete all collections with `open_webui` prefix and knowledges.
+If you decide to use the multitenancy pattern as your default and you don't need to migrate old knowledge, go to `Admin Settings` > `Documents` to reset vector and knowledge, which will delete all collections with the `open_webui` prefix and all stored knowledge.
 
 :::