diff --git a/docs/src/business/admin-controls.md b/docs/src/business/admin-controls.md
index ff3a7741beb4166e759ca541f2205071f4bf902b..433b7cd1b7b4113af504d62ea0408a1e2e3f6ab4 100644
--- a/docs/src/business/admin-controls.md
+++ b/docs/src/business/admin-controls.md
@@ -11,9 +11,7 @@ These controls apply to Zed's server-side features, meaning anything that routes
 
 ## Accessing admin controls
 
-Admin controls are available to owners and admins in the organization dashboard at
-[dashboard.zed.dev](https://dashboard.zed.dev). Navigate to your organization, then
-select **Data & Privacy** from the sidebar to configure these settings.
+Admin controls are available to owners and admins in the organization dashboard at [dashboard.zed.dev](https://dashboard.zed.dev). Navigate to your organization, then select **Data & Privacy** from the sidebar to configure these settings.
 
 ---
 
@@ -28,38 +26,21 @@ When collaboration is disabled, members won't see collaboration features in thei
 
 ## Hosted AI models
 
-The **Zed Model Provider** toggle controls whether members can use Zed's
-[hosted AI models](../ai/models.md):
+The **Zed Model Provider** toggle controls whether members can use Zed's [hosted AI models](../ai/models.md):
 
 - **On:** Members can use Zed's hosted models for AI features.
-- **Off:** Members must bring their own API keys via
-  [Providers](../ai/llm-providers.md) or use
-  [external agents](../ai/external-agents.md) for AI features.
+- **Off:** Members must bring their own API keys via [Providers](../ai/llm-providers.md) or use [external agents](../ai/external-agents.md) for AI features.
 
 ## Edit Predictions
 
-The **Edit Prediction** settings in Data & Privacy control
-[Edit Predictions](../ai/edit-prediction.md) for the organization:
+The **Edit Prediction** toggle controls whether members can use Zed's hosted [Edit Predictions](../ai/edit-prediction.md) via the Zeta model family. Members using third-party providers or local models for edit predictions are not affected.
 
-- **Edit Prediction:** Enable or disable Edit Predictions for all members.
-- **Edit Prediction Feedback:** Allow or block members from submitting feedback
-  on edit predictions. This setting is only available when Edit Prediction is
-  enabled.
+**Edit Prediction Feedback** controls whether members can submit feedback on edit predictions. This setting is only configurable when Edit Prediction is enabled.
 
 ## Agent Thread Feedback
 
-The **Agent Thread Feedback** toggle controls whether members can submit
-feedback on agent thread responses. When disabled, members cannot rate or
-provide feedback on AI agent conversations.
+The **Agent Thread Feedback** toggle controls whether members can submit feedback on agent thread responses. When disabled, members cannot rate or provide feedback on AI agent conversations.
 
 ## Data sharing
 
-By default, [data sharing with Zed for AI improvement](../ai/ai-improvement.md)
-is opt-in for individual users not on a Business plan. Members choose
-individually whether to share
-[edit prediction training data](../ai/ai-improvement.md#edit-predictions) or
-[AI feedback via ratings](../ai/ai-improvement.md#ai-feedback-with-ratings).
-
-Administrators can enforce a no-sharing policy org-wide via the Agent Thread
-Feedback and Edit Prediction Feedback toggles. Members cannot opt into either
-form of data sharing when these are disabled.
+On Free and Pro, [data sharing with Zed for AI improvement](../ai/ai-improvement.md) is opt-in per member. On Business, it's off by default and controlled by the Agent Thread Feedback and Edit Prediction Feedback toggles above.