diff --git a/libraries/radpdfprocessing/features/gen-ai-powered-document-insights/getting-started.md b/libraries/radpdfprocessing/features/gen-ai-powered-document-insights/getting-started.md
index 71bd00ad..821f64b4 100644
--- a/libraries/radpdfprocessing/features/gen-ai-powered-document-insights/getting-started.md
+++ b/libraries/radpdfprocessing/features/gen-ai-powered-document-insights/getting-started.md
@@ -14,7 +14,7 @@ The following example demonstrates how to use the GenAI-powered Document Insight
>note The following code snippet is valid for Azure Open AI 9.3. The specific **IChatClient** initialization may be different according to the specific version.
->important For **.NET Framework** and **.NET Standard** an [IEmbeddingsStorage]({%slug radpdfprocessing-features-gen-ai-powered-document-insights-partial-context-question-processor%}#implementing-custom-iembeddingsstorage) implementation is required for the [PartialContextQuestionProcessor]({%slug radpdfprocessing-features-gen-ai-powered-document-insights-partial-context-question-processor%}).
+>important For .NET {{site.mindotnetversion}}+ (Target OS Windows) with [Packages for .NET Framework and .NET 8 and .NET 9 for Windows]({%slug available-nuget-packages%}#packages-for-net-framework-and-net-{{site.mindotnetversion}}-and-net-{{site.maxdotnetversion}}-for-windows), an [IEmbeddingsStorage]({%slug radpdfprocessing-features-gen-ai-powered-document-insights-partial-context-question-processor%}#implementing-custom-iembeddingsstorage) implementation is required for the [PartialContextQuestionProcessor]({%slug radpdfprocessing-features-gen-ai-powered-document-insights-partial-context-question-processor%}).
#### __[C#] Example 1: Using GenAI-powered Document Insights__
diff --git a/libraries/radpdfprocessing/features/gen-ai-powered-document-insights/partial-context-question-processor.md b/libraries/radpdfprocessing/features/gen-ai-powered-document-insights/partial-context-question-processor.md
index 4ee2c221..bcaba462 100644
--- a/libraries/radpdfprocessing/features/gen-ai-powered-document-insights/partial-context-question-processor.md
+++ b/libraries/radpdfprocessing/features/gen-ai-powered-document-insights/partial-context-question-processor.md
@@ -36,10 +36,10 @@ The **PartialContextQuestionProcessor** is ideal for the following scenarios:
|Constructor|Platform|Description|
|---|---|---|
-|**PartialContextQuestionProcessor(IChatClient chatClient, int modelMaxInputTokenLimit, ISimpleTextDocument document)**|.NET {{site.mindotnetversion}}|Creates an instance with built-in embeddings storage|
+|**PartialContextQuestionProcessor(IChatClient chatClient, int modelMaxInputTokenLimit, ISimpleTextDocument document)**|_Specific*_ |Creates an instance with built-in embeddings storage|
|**PartialContextQuestionProcessor(IChatClient chatClient, IEmbeddingsStorage embeddingsStorage, int modelMaxInputTokenLimit, ISimpleTextDocument document)**|Any|Creates an instance with custom embeddings storage|
-> The .NET {{site.mindotnetversion}} constructor uses **DefaultEmbeddingsStorage** internally, while the cross-platform constructor requires a custom implementation of **IEmbeddingsStorage** as shown in the [Prerequisites]({%slug radpdfprocessing-features-gen-ai-powered-document-insights-prerequisites%}#iembeddingsstorage-setup-for-net-standard-and-net-framework).
+> _*Specific_ The .NET {{site.mindotnetversion}}+ (Target OS Windows) + [Packages for .NET Framework and .NET 8 and .NET 9 for Windows]({%slug available-nuget-packages%}#packages-for-net-framework-and-net-{{site.mindotnetversion}}-and-net-{{site.maxdotnetversion}}-for-windows) constructor uses **DefaultEmbeddingsStorage** internally, while the cross-platform constructor requires a custom implementation of **IEmbeddingsStorage** as shown in the [Custom IEmbeddingsStorage Setup]({%slug radpdfprocessing-features-gen-ai-powered-document-insights-partial-context-question-processor%}#implementing-custom-iembeddingsstorage) section.
### Properties and Methods
@@ -60,15 +60,15 @@ The settings class provides configuration options for the question-answering pro
## Usage Examples
-#### Example 1: Using PartialContextQuestionProcessor in .NET {{site.mindotnetversion}} and Later
+#### Example 1: Using PartialContextQuestionProcessor with default embeddings storage.
-This example demonstrates how to use the PartialContextQuestionProcessor with the built-in embeddings storage on .NET {{site.mindotnetversion}} and later. For setting up the AI client, see the [AI Provider Setup]({%slug radpdfprocessing-features-gen-ai-powered-document-insights-prerequisites%}#ai-provider-setup) section:
+This example demonstrates how to use the **PartialContextQuestionProcessor** with the built-in embeddings storage on .NET {{site.mindotnetversion}}+ (Target OS Windows) + [Packages for .NET Framework and .NET 8 and .NET 9 for Windows]({%slug available-nuget-packages%}#packages-for-net-framework-and-net-{{site.mindotnetversion}}-and-net-{{site.maxdotnetversion}}-for-windows). For setting up the AI client, see the [AI Provider Setup]({%slug radpdfprocessing-features-gen-ai-powered-document-insights-prerequisites%}#ai-provider-setup) section:
#### Example 2: Using PartialContextQuestionProcessor with Custom Embeddings (.NET Standard/.NET Framework)
-This example demonstrates how to use the PartialContextQuestionProcessor with a custom embeddings storage implementation as described in the [IEmbeddingsStorage Setup]({%slug radpdfprocessing-features-gen-ai-powered-document-insights-prerequisites%}#iembeddingsstorage-setup-for-net-standard-and-net-framework) section:
+This example demonstrates how to use the **PartialContextQuestionProcessor** with a custom embeddings storage implementation as described in the [Custom IEmbeddingsStorage Setup]({%slug radpdfprocessing-features-gen-ai-powered-document-insights-partial-context-question-processor%}#implementing-custom-iembeddingsstorage) section:
diff --git a/libraries/radpdfprocessing/features/gen-ai-powered-document-insights/prerequisites.md b/libraries/radpdfprocessing/features/gen-ai-powered-document-insights/prerequisites.md
index a9b80fc7..95e733b7 100644
--- a/libraries/radpdfprocessing/features/gen-ai-powered-document-insights/prerequisites.md
+++ b/libraries/radpdfprocessing/features/gen-ai-powered-document-insights/prerequisites.md
@@ -27,15 +27,18 @@ table:nth-of-type(2) th {
# GenAI-powered Document Insights Prerequisites
This article explains the requirements for using the GenAI-powered Document Insights functionality in the [RadPdfProcessing library]({%slug radpdfprocessing-overview%}).
-## Required Assemblies
+## Required References
-In addition to the [standard RadPdfProcessing assemblies]({%slug radpdfprocessing-getting-started%}#assembly-references), you will need to reference the following assemblies to use the GenAI-powered Document Insights features:
+In addition to the [standard RadPdfProcessing references]({%slug radpdfprocessing-getting-started%}#assembly-references), you will need to add the following references to use the GenAI-powered Document Insights features:
|.NET Framework|.NET Standard-compatible|
|---|---|
-|**Telerik.Windows.Documents.AIConnector.dll** * |**Telerik.Documents.AIConnector.dll** *|
+|**Telerik.Windows.Documents.AIConnector** * |**Telerik.Documents.AIConnector** *|
-The **Documents.AIConnector** assembly internally depends on **Microsoft.Extensions.AI.Abstractions** which is currently available only in **preview** version.*
+> __*__ The **Documents.AIConnector** NuGet package internally depends on **Microsoft.Extensions.AI.Abstractions** and **SharpToken**.
+>
+> * **Microsoft.Extensions.AI.Abstractions** is currently available only in **preview** version.
+> * If you are referencing an _assembly/dll_ of **Documents.AIConnector** instead of a NuGet package, you must manually add the **SharpToken** NuGet package.
## NuGet Packages