RDoc-3560 Vector Search: Add Overview

docs/ai-integration/ai-integration_start.mdx

@@ -70,7 +70,7 @@ Vector search enables intelligent similarity-based discovery using embeddings ra
 
 <ColGrid colCount={2}>
  <CardWithImage title="Vector search start page" description="Continue to the vector search Start page." url="../ai-integration/vector-search/vector-search_start" imgIcon="vector-search" ctaLabel="Read" />
- <CardWithImage title="Technical documentation" description="Learn to search your data by meaning and context." url="../ai-integration/vector-search/vector-search_start#technical-documentation" imgIcon="console" ctaLabel="Read" />
+ <CardWithImage title="Technical documentation" description="Learn to search your data by meaning and context." url="../ai-integration/vector-search/vector-search_start#technical-documentation-links-" imgIcon="console" ctaLabel="Read" />
 </ColGrid>
 
 ### Related lives & Videos

docs/ai-integration/connection-strings/azure-open-ai.mdx

@@ -19,7 +19,7 @@ export const supportedLanguages = ["csharp"];
 
 <!---
 ### Vector Search
-- [RavenDB as a vector database](../../ai-integration/vector-search/ravendb-as-vector-database)
+- [Vector search overview](../../ai-integration/vector-search/vector-search-overview)
 - [Vector search using a static index](../../ai-integration/vector-search/vector-search-using-static-index)
 - [Vector search using a dynamic query](../../ai-integration/vector-search/vector-search-using-dynamic-query)
 

docs/ai-integration/connection-strings/embedded.mdx

@@ -19,7 +19,7 @@ export const supportedLanguages = ["csharp"];
 
 <!---
 ### Vector Search
-- [RavenDB as a vector database](../../ai-integration/vector-search/ravendb-as-vector-database)
+- [Vector search overview](../../ai-integration/vector-search/vector-search-overview)
 - [Vector search using a static index](../../ai-integration/vector-search/vector-search-using-static-index)
 - [Vector search using a dynamic query](../../ai-integration/vector-search/vector-search-using-dynamic-query)
 

docs/ai-integration/connection-strings/google-ai.mdx

@@ -19,7 +19,7 @@ export const supportedLanguages = ["csharp"];
 
 <!---
 ### Vector Search
-- [RavenDB as a vector database](../../ai-integration/vector-search/ravendb-as-vector-database)
+- [Vector search overview](../../ai-integration/vector-search/vector-search-overview)
 - [Vector search using a static index](../../ai-integration/vector-search/vector-search-using-static-index)
 - [Vector search using a dynamic query](../../ai-integration/vector-search/vector-search-using-dynamic-query)
 

docs/ai-integration/connection-strings/hugging-face.mdx

@@ -19,7 +19,7 @@ export const supportedLanguages = ["csharp"];
 
 <!---
 ### Vector Search
-- [RavenDB as a vector database](../../ai-integration/vector-search/ravendb-as-vector-database)
+- [Vector search overview](../../ai-integration/vector-search/vector-search-overview)
 - [Vector search using a static index](../../ai-integration/vector-search/vector-search-using-static-index)
 - [Vector search using a dynamic query](../../ai-integration/vector-search/vector-search-using-dynamic-query)
 

docs/ai-integration/connection-strings/mistral-ai.mdx

@@ -19,7 +19,7 @@ export const supportedLanguages = ["csharp"];
 
 <!---
 ### Vector Search
-- [RavenDB as a vector database](../../ai-integration/vector-search/ravendb-as-vector-database)
+- [Vector search overview](../../ai-integration/vector-search/vector-search-overview)
 - [Vector search using a static index](../../ai-integration/vector-search/vector-search-using-static-index)
 - [Vector search using a dynamic query](../../ai-integration/vector-search/vector-search-using-dynamic-query)
 

docs/ai-integration/connection-strings/ollama.mdx

@@ -19,7 +19,7 @@ export const supportedLanguages = ["csharp"];
 
 <!---
 ### Vector Search
-- [RavenDB as a vector database](../../ai-integration/vector-search/ravendb-as-vector-database)
+- [Vector search overview](../../ai-integration/vector-search/vector-search-overview)
 - [Vector search using a static index](../../ai-integration/vector-search/vector-search-using-static-index)
 - [Vector search using a dynamic query](../../ai-integration/vector-search/vector-search-using-dynamic-query)
 

docs/ai-integration/connection-strings/open-ai.mdx

@@ -19,7 +19,7 @@ export const supportedLanguages = ["csharp"];
 
 <!---
 ### Vector Search
-- [RavenDB as a vector database](../../ai-integration/vector-search/ravendb-as-vector-database)
+- [Vector search overview](../../ai-integration/vector-search/vector-search-overview)
 - [Vector search using a static index](../../ai-integration/vector-search/vector-search-using-static-index)
 - [Vector search using a dynamic query](../../ai-integration/vector-search/vector-search-using-dynamic-query)
 

docs/ai-integration/connection-strings/vertex-ai.mdx

@@ -19,7 +19,7 @@ export const supportedLanguages = ["csharp"];
 
 <!---
 ### Vector Search
-- [RavenDB as a vector database](../../ai-integration/vector-search/ravendb-as-vector-database)
+- [Vector search overview](../../ai-integration/vector-search/vector-search-overview)
 - [Vector search using a static index](../../ai-integration/vector-search/vector-search-using-static-index)
 - [Vector search using a dynamic query](../../ai-integration/vector-search/vector-search-using-dynamic-query)
 

docs/ai-integration/generating-embeddings/content/_embeddings-generation-task-csharp.mdx

@@ -7,7 +7,7 @@ import CodeBlock from '@theme/CodeBlock';
 
 * In RavenDB, you can define AI tasks to automatically generate embeddings from your document content.  
   These embeddings are then stored in [dedicated collections](../../../ai-integration/generating-embeddings/embedding-collections.mdx) within the database,  
-  enabling [Vector search](../../../ai-integration/vector-search/ravendb-as-vector-database.mdx) on your documents.
+  enabling [Vector search](../../../ai-integration/vector-search/vector-search-overview.mdx) on your documents.
 
 * This article explains how to configure such a task.  
   It is recommended to first refer to this [Overview](../../../ai-integration/generating-embeddings/overview.mdx#embeddings-generation---overview)

docs/ai-integration/generating-embeddings/content/_overview-csharp.mdx

@@ -5,7 +5,7 @@ import CodeBlock from '@theme/CodeBlock';
 
 <Admonition type="note" title="">
 
-* RavenDB can serve as a vector database, see [Why choose RavenDB as your vector database](../../../ai-integration/vector-search/ravendb-as-vector-database.mdx#why-choose-ravendb-as-your-vector-database).
+* RavenDB can serve as a vector database, see [Why choose RavenDB as your vector database](../../../ai-integration/vector-search/vector-search-overview.mdx#why-choose-ravendb-as-your-vector-database).
 
 * Vector search can be performed on:   
    * Raw text stored in your documents.   

docs/ai-integration/generating-embeddings/embeddings-generation-task.mdx

@@ -19,7 +19,7 @@ export const supportedLanguages = ["csharp"];
 
 <!---
 ### Vector Search
-- [RavenDB as a vector database](../../ai-integration/vector-search/ravendb-as-vector-database)
+- [Vector search overview](../../ai-integration/vector-search/vector-search-overview)
 - [Vector search using a static index](../../ai-integration/vector-search/vector-search-using-static-index)
 - [Vector search using a dynamic query](../../ai-integration/vector-search/vector-search-using-dynamic-query)
 

docs/ai-integration/generating-embeddings/overview.mdx

@@ -19,7 +19,7 @@ export const supportedLanguages = ["csharp"];
 
 <!---
 ### Vector Search
-- [RavenDB as a vector database](../../ai-integration/vector-search/ravendb-as-vector-database)
+- [Vector search overview](../../ai-integration/vector-search/vector-search-overview)
 - [Vector search using a static index](../../ai-integration/vector-search/vector-search-using-static-index)
 - [Vector search using a dynamic query](../../ai-integration/vector-search/vector-search-using-dynamic-query)
 

docs/ai-integration/vector-search/content/_vector-search-using-static-index-csharp.mdx

@@ -22,11 +22,11 @@ import CodeBlock from '@theme/CodeBlock';
        * [Behavior when documents are deleted](../../../ai-integration/vector-search/vector-search-using-static-index.mdx#vector-behavior-when-documents-are-deleted)
     * [Indexing vector data - TEXT](../../../ai-integration/vector-search/vector-search-using-static-index.mdx#indexing-vector-data---text)
       * [Indexing raw text](../../../ai-integration/vector-search/vector-search-using-static-index.mdx#indexing-raw-text)
-      * [Indexing pre-made text-embeddings](../../../ai-integration/vector-search/vector-search-using-static-index.mdx#indexing-pre-made-text-embeddings)
+      * [Indexing pre-made text-embeddings generated by tasks](../../../ai-integration/vector-search/vector-search-using-static-index.mdx#indexing-pre-made-text-embeddings-generated-by-tasks)
     * [Indexing vector data - NUMERICAL](../../../ai-integration/vector-search/vector-search-using-static-index.mdx#indexing-vector-data---numerical)
       * [Indexing numerical data and querying using numeric input](../../../ai-integration/vector-search/vector-search-using-static-index.mdx#indexing-numerical-data-and-querying-using-numeric-input)
       * [Indexing numerical data and querying using text input](../../../ai-integration/vector-search/vector-search-using-static-index.mdx#indexing-numerical-data-and-querying-using-text-input)
-    * [Indexing multiple field types](../../../ai-integration/vector-search/vector-search-using-static-index.mdx#indexing-multiple-field-types)
+    * [Indexing vector fields and regular data](../../../ai-integration/vector-search/vector-search-using-static-index.mdx#indexing-vector-fields-and-regular-data)
     * [Querying the static index for similar documents](../../../ai-integration/vector-search/vector-search-using-static-index.mdx#querying-the-static-index-for-similar-documents)
     * [Configure the vector field in the Studio](../../../ai-integration/vector-search/vector-search-using-static-index.mdx#configure-the-vector-field-in-the-studio)
 
@@ -437,7 +437,7 @@ where exact(vector.search(VectorFromText, $searchTerm, 0.82, 20))
 </TabItem>
 </Tabs>
 
-### Indexing pre-made text-embeddings
+### Indexing pre-made text-embeddings generated by tasks
 
 The index in this example defines a **vector field** named `VectorFromTextEmbeddings`.  
 It indexes pre-made text-embeddings that were generated by this
@@ -1455,7 +1455,7 @@ where vector.search(VectorFromPhoto, embedding.text($searchTerm, ai.task($embedd
 
 ---
 
-## Indexing multiple field types
+## Indexing vector fields and regular data
 
 An index can define multiple types of index-fields. In this example, the index includes:  
 A _'regular'_ field, a _'vector'_ field, and a field configured for [full-text search](../../../indexes/querying/searching.mdx).  
@@ -1661,6 +1661,12 @@ or vector.search(VectorFromText, $searchTerm2, 0.8)
 </TabItem>
 </Tabs>
 
+* Note:  
+You can also combine **multiple vector search statements** in a single query using logical operators.  
+An example is available in:
+[Combining multiple vector searches in the same query](../../ai-integration/vector-search/vector-search-using-dynamic-query#combining-multiple-vector-searches-in-the-same-query).
+
+
 ---
 
 ## Querying the static index for similar documents

docs/ai-integration/vector-search/data-types-for-vector-search.mdx

@@ -20,7 +20,7 @@ export const supportedLanguages = ["csharp"];
 
 <!---
 ### Vector Search
-- [RavenDB as a vector database](../../ai-integration/vector-search/ravendb-as-vector-database)
+- [Vector search overview](../../ai-integration/vector-search/vector-search-overview)
 - [Vector search using a static index](../../ai-integration/vector-search/vector-search-using-static-index)
 - [Vector search using a dynamic query](../../ai-integration/vector-search/vector-search-using-dynamic-query)
 

docs/ai-integration/vector-search/indexing-attachments-for-vector-search.mdx

@@ -20,7 +20,7 @@ export const supportedLanguages = ["csharp"];
 
 <!---
 ### Vector Search
-- [RavenDB as a vector database](../../ai-integration/vector-search/ravendb-as-vector-database)
+- [Vector search overview](../../ai-integration/vector-search/vector-search-overview)
 - [Vector search using a dynamic query](../../ai-integration/vector-search/vector-search-using-dynamic-query)
 - [Vector search using a static index](../../ai-integration/vector-search/vector-search-using-static-index)