From fa86944e36195629e52d64eb95ca3b5fd2a57719 Mon Sep 17 00:00:00 2001
From: Simon Dew <Simon.Dew@couchbase.com>
Date: Mon, 6 Oct 2025 14:53:15 +0100
Subject: [PATCH 1/9] Rename Vector Indexes top-level topic

---
 modules/vector-index/pages/vectors-and-indexes-overview.adoc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/modules/vector-index/pages/vectors-and-indexes-overview.adoc b/modules/vector-index/pages/vectors-and-indexes-overview.adoc
index eaeddd90..10a34672 100644
--- a/modules/vector-index/pages/vectors-and-indexes-overview.adoc
+++ b/modules/vector-index/pages/vectors-and-indexes-overview.adoc
@@ -1,4 +1,4 @@
-= Vectors and Vector Indexes
+= Use Vector Indexes for AI Applications
 :page-topic-type: concept
 :page-ui-name: {ui-name}
 :stem: latexmath

From be09379e95036393dd9e8121e77247f6fcb9651e Mon Sep 17 00:00:00 2001
From: Simon Dew <Simon.Dew@couchbase.com>
Date: Mon, 6 Oct 2025 14:53:30 +0100
Subject: [PATCH 2/9] Rename Choose the Right Vector Index topic

---
 modules/vector-index/pages/use-vector-indexes.adoc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/modules/vector-index/pages/use-vector-indexes.adoc b/modules/vector-index/pages/use-vector-indexes.adoc
index a1a2cf76..e9b64e7b 100644
--- a/modules/vector-index/pages/use-vector-indexes.adoc
+++ b/modules/vector-index/pages/use-vector-indexes.adoc
@@ -1,4 +1,4 @@
-= Use Vector Indexes for AI Applications
+= Choose the Right Vector Index
 :page-topic-type: concept
 :page-ui-name: {ui-name}
 :page-product-name: {product-name}

From 8037169c92c957f2e35b1c2384743e030a422cc2 Mon Sep 17 00:00:00 2001
From: Simon Dew <Simon.Dew@couchbase.com>
Date: Mon, 6 Oct 2025 15:14:40 +0100
Subject: [PATCH 3/9] =?UTF-8?q?An=20Search=20Vector=20=E2=86=92=20a=20Sear?=
 =?UTF-8?q?ch=20Vector?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../pages/use-vector-indexes.adoc             |  6 +++---
 .../create-vector-search-index-rest-api.adoc  |  6 +++---
 .../pages/create-vector-search-index-ui.adoc  | 12 +++++------
 .../pages/fine-tune-vector-search.adoc        |  4 ++--
 .../pages/pre-filtering-vector-search.adoc    |  6 +++---
 .../pages/run-vector-search-rest-api.adoc     |  8 ++++----
 .../pages/run-vector-search-sdk.adoc          | 20 +++++++++----------
 .../pages/run-vector-search-ui.adoc           |  8 ++++----
 .../vector-search-index-architecture.adoc     |  6 +++---
 .../vector-search/pages/vector-search.adoc    |  6 +++---
 10 files changed, 41 insertions(+), 41 deletions(-)

diff --git a/modules/vector-index/pages/use-vector-indexes.adoc b/modules/vector-index/pages/use-vector-indexes.adoc
index e9b64e7b..7f862d87 100644
--- a/modules/vector-index/pages/use-vector-indexes.adoc
+++ b/modules/vector-index/pages/use-vector-indexes.adoc
@@ -142,7 +142,7 @@ When choosing which type of index to use, consider the following:
 
 * In most cases, test using a Hyperscale Vector index.
 If you find that the performance is not what you need, you can try using one of the other index types.
-* If your dataset will not grow beyond 100 million documents and you need to perform hybrid searches that combine vector searches with Full-Text Search or geospatial searches, use an Search Vector Index.
+* If your dataset will not grow beyond 100 million documents and you need to perform hybrid searches that combine vector searches with Full-Text Search or geospatial searches, use a Search Vector Index.
 
 == Applications for Vector Indexes
 
@@ -256,14 +256,14 @@ Users often want to search for hotels using multiple criteria:
 * Semantic searches of descriptions and reviews for searches that do not rely on literal text matches, such as "modern beach resort with chic décor," which requires vector searches.
 
 +
-An Search Vector Index can combine geospatial, keyword, and semantic searches into a single index.
+A Search Vector Index can combine geospatial, keyword, and semantic searches into a single index.
 
 Real estate searches::
 Real estate applications can use Search Vector Indexes to find properties within a search region and have floor plan similar to an uploaded image.
 
 === Search Vector Index Application Workflow
 
-To create and use an Search Vector Index, your application follows the workflow shown in the following diagram:
+To create and use a Search Vector Index, your application follows the workflow shown in the following diagram:
 
 .Application Workflow with Search Vector Indexes
 [plantuml,fts-app-workflow,svg]
diff --git a/modules/vector-search/pages/create-vector-search-index-rest-api.adoc b/modules/vector-search/pages/create-vector-search-index-rest-api.adoc
index ed8fc07e..1921b26a 100644
--- a/modules/vector-search/pages/create-vector-search-index-rest-api.adoc
+++ b/modules/vector-search/pages/create-vector-search-index-rest-api.adoc
@@ -1,8 +1,8 @@
-= Create an Search Vector Index with the REST API and curl/HTTP
+= Create a Search Vector Index with the REST API and curl/HTTP
 :page-topic-type: guide
 :page-ui-name: {ui-name}
 :page-product-name: {product-name}
-:description: You can create an Search Vector Index with the Search Service API. 
+:description: You can create a Search Vector Index with the Search Service API. 
 
 [abstract]
 {description}
@@ -53,7 +53,7 @@ include::example$create-vector-search-index-header.sh[]
 Do not include the xref:search:search-index-params.adoc#uuid[uuid] or xref:search:search-index-params.adoc#sourceuuid[sourceUUID] parameters. 
 +
 TIP: If you remove the xref:search:search-index-params.adoc#uuid[uuid] and xref:search:search-index-params.adoc#sourceuuid[sourceUUID] parameters, you can copy the Search index definition JSON payload from the Couchbase {page-ui-name} to use in a REST API call.
-For more information about how to create an Search Vector Index with the UI, see xref:create-vector-search-index-ui.adoc[]. 
+For more information about how to create a Search Vector Index with the UI, see xref:create-vector-search-index-ui.adoc[]. 
 
 [#example]
 === Example
diff --git a/modules/vector-search/pages/create-vector-search-index-ui.adoc b/modules/vector-search/pages/create-vector-search-index-ui.adoc
index 47284505..787f849e 100644
--- a/modules/vector-search/pages/create-vector-search-index-ui.adoc
+++ b/modules/vector-search/pages/create-vector-search-index-ui.adoc
@@ -1,14 +1,14 @@
-= Create an Search Vector Index with the {page-ui-name}
+= Create a Search Vector Index with the {page-ui-name}
 :page-topic-type: guide
 :page-ui-name: {ui-name}
 :page-product-name: {product-name}
 :page-toclevels: 2
-:description: You can create an Search Vector Index with the Couchbase {page-ui-name}. 
+:description: You can create a Search Vector Index with the Couchbase {page-ui-name}. 
 
 [abstract]
 {description}
 
-You must create an Search Vector Index before you can xref:run-vector-search-ui.adoc[run a search] that supports vector comparisons.
+You must create a Search Vector Index before you can xref:run-vector-search-ui.adoc[run a search] that supports vector comparisons.
 
 TIP: Search Vector Indexes can include all the same features and settings as a Search index. 
 For more information about Search indexes, see the xref:search:search.adoc[Search documentation].
@@ -37,7 +37,7 @@ include::partial$download-sample-partial.adoc[]
 
 == Procedure 
 
-To create an Search Vector Index with the Couchbase {page-ui-name}: 
+To create a Search Vector Index with the Couchbase {page-ui-name}: 
 
 . Go to *Search*.
 . Click btn:[Add Index].
@@ -90,7 +90,7 @@ For more information about how to create child fields, see xref:search:create-ch
 . Click btn:[Create Index].
 
 [#example]
-=== Example: Creating an Search Vector Index for Vector Search Query Examples 
+=== Example: Creating a Search Vector Index for Vector Search Query Examples 
 
 If you want to use the sample dataset for the examples in xref:run-vector-search-ui.adoc[] and xref:run-vector-search-sdk.adoc[], then you can xref:search:import-search-index.adoc[import] the following Search index definition into {page-ui-name}:
 
@@ -121,4 +121,4 @@ For more information about how to add additional child fields to your index, see
 You can customize your Search Vector Index like any other Search index to add additional data and improve search results. 
 For more information about how to customize an index, see xref:search:customize-index.adoc[].
 
-For more information about how to run a search against an Search Vector Index, see xref:run-vector-search-ui.adoc[] or xref:run-vector-search-rest-api.adoc[].
\ No newline at end of file
+For more information about how to run a search against a Search Vector Index, see xref:run-vector-search-ui.adoc[] or xref:run-vector-search-rest-api.adoc[].
\ No newline at end of file
diff --git a/modules/vector-search/pages/fine-tune-vector-search.adoc b/modules/vector-search/pages/fine-tune-vector-search.adoc
index 42b5c533..d9f21cca 100644
--- a/modules/vector-search/pages/fine-tune-vector-search.adoc
+++ b/modules/vector-search/pages/fine-tune-vector-search.adoc
@@ -74,7 +74,7 @@ For more information on the `vector_index_optimized_for` setting, see  xref:sear
 
 |===
 
-==  Default `nlist` and `nprobe` calculations on an Search Vector Index
+==  Default `nlist` and `nprobe` calculations on a Search Vector Index
 
 
 The cluster maintains two dynamically adjusted parameters that will affect the speed, accuracy, and resources used during a search: 
@@ -90,7 +90,7 @@ Reducing the value reduces the number of centroids visited, which will decrease
 
 .Default calculation
 ====
-If you have an Search Vector Index with `vector_index_optimized_for` set to `"recall"` and `indexPartitions` set to `5`, then the `centroid count` (`nlist`) and `nprobe` are determined based on the current vector count in a given partition.
+If you have a Search Vector Index with `vector_index_optimized_for` set to `"recall"` and `indexPartitions` set to `5`, then the `centroid count` (`nlist`) and `nprobe` are determined based on the current vector count in a given partition.
 [options="noheader", frame="none", grid="none" cols="1,1"]
 
 |===
diff --git a/modules/vector-search/pages/pre-filtering-vector-search.adoc b/modules/vector-search/pages/pre-filtering-vector-search.adoc
index a4629aef..d4e33e0e 100644
--- a/modules/vector-search/pages/pre-filtering-vector-search.adoc
+++ b/modules/vector-search/pages/pre-filtering-vector-search.adoc
@@ -29,15 +29,15 @@ For more information about how to create a bucket, see xref:server:manage:manage
 * You have the hostname or IP address for the node in your cluster where you're running the Search Service.
 For more information about where to find the IP address for your node, see xref:server:manage:manage-nodes/list-cluster-nodes.adoc[].
 
-* You have created an Search Vector Index.
+* You have created a Search Vector Index.
 +
-For more information about how to create an Search Vector Index, see xref:create-vector-search-index-ui.adoc[] or xref:create-vector-search-index-rest-api.adoc[].
+For more information about how to create a Search Vector Index, see xref:create-vector-search-index-ui.adoc[] or xref:create-vector-search-index-rest-api.adoc[].
 +
 [TIP]
 --
 include::partial$download-sample-partial.adoc[]
 
-For the best results, consider using the sample Search Vector Index from xref:create-vector-search-index-ui.adoc#example[Create an Search Vector Index with the {page-ui-name}] or xref:create-vector-search-index-rest-api.adoc#example[Create an Search Vector Index with the REST API and curl/HTTP].
+For the best results, consider using the sample Search Vector Index from xref:create-vector-search-index-ui.adoc#example[Create a Search Vector Index with the {page-ui-name}] or xref:create-vector-search-index-rest-api.adoc#example[Create a Search Vector Index with the REST API and curl/HTTP].
 --
 
 == Procedure
diff --git a/modules/vector-search/pages/run-vector-search-rest-api.adoc b/modules/vector-search/pages/run-vector-search-rest-api.adoc
index c683ee83..26618426 100644
--- a/modules/vector-search/pages/run-vector-search-rest-api.adoc
+++ b/modules/vector-search/pages/run-vector-search-rest-api.adoc
@@ -2,7 +2,7 @@
 :page-topic-type: guide 
 :page-ui-name: {ui-name}
 :page-product-name: {product-name}
-:description: You can use the REST API and a curl command to run a search against an Search Vector Index and return similar vectors.
+:description: You can use the REST API and a curl command to run a search against a Search Vector Index and return similar vectors.
 :page-toclevels: 3
 
 [abstract]
@@ -27,15 +27,15 @@ For more information about how to create a bucket, see xref:server:manage:manage
 * You have the hostname or IP address for the node in your cluster where you're running the Search Service.
 For more information about where to find the IP address for your node, see xref:server:manage:manage-nodes/list-cluster-nodes.adoc[].
 
-* You have created an Search Vector Index. 
+* You have created a Search Vector Index. 
 +
-For more information about how to create an Search Vector Index, see xref:create-vector-search-index-ui.adoc[] or xref:create-vector-search-index-rest-api.adoc[].
+For more information about how to create a Search Vector Index, see xref:create-vector-search-index-ui.adoc[] or xref:create-vector-search-index-rest-api.adoc[].
 +
 [TIP]
 --
 include::partial$download-sample-partial.adoc[]
 
-For the best results, consider using the sample Search Vector Index from xref:create-vector-search-index-ui.adoc#example[Create an Search Vector Index with the {page-ui-name}] or xref:create-vector-search-index-rest-api.adoc#example[Create an Search Vector Index with the REST API and curl/HTTP]. 
+For the best results, consider using the sample Search Vector Index from xref:create-vector-search-index-ui.adoc#example[Create a Search Vector Index with the {page-ui-name}] or xref:create-vector-search-index-rest-api.adoc#example[Create a Search Vector Index with the REST API and curl/HTTP]. 
 --
 
 == Procedure 
diff --git a/modules/vector-search/pages/run-vector-search-sdk.adoc b/modules/vector-search/pages/run-vector-search-sdk.adoc
index cebb2936..78f25eba 100644
--- a/modules/vector-search/pages/run-vector-search-sdk.adoc
+++ b/modules/vector-search/pages/run-vector-search-sdk.adoc
@@ -2,7 +2,7 @@
 :page-topic-type: guide
 :page-ui-name: {ui-name}
 :page-product-name: {product-name}
-:description: Using a Couchbase SDK, you can run a simple or more complex vector search against an Search Vector Index.
+:description: Using a Couchbase SDK, you can run a simple or more complex vector search against a Search Vector Index.
 :tabs:
 :tabs-sync-option:
 
@@ -36,15 +36,15 @@ For more information about how to deploy a new node and Services on your cluster
 * You have the hostname or IP address for the node in your cluster where you're running the Search Service.
 For more information about where to find the IP address for your node, see xref:server:manage:manage-nodes/list-cluster-nodes.adoc[].
 
-* You have created an Search Vector Index. 
+* You have created a Search Vector Index. 
 +
-For more information about how to create an Search Vector Index, see xref:create-vector-search-index-ui.adoc[] or xref:create-vector-search-index-rest-api.adoc[].
+For more information about how to create a Search Vector Index, see xref:create-vector-search-index-ui.adoc[] or xref:create-vector-search-index-rest-api.adoc[].
 +
 [TIP]
 --
 include::partial$download-sample-partial.adoc[]
 
-For the best results, consider using the sample Search Vector Index from xref:create-vector-search-index-ui.adoc#example[Create an Search Vector Index with the {page-ui-name}] or xref:create-vector-search-index-rest-api.adoc#example[Create an Search Vector Index with the REST API and curl/HTTP]. 
+For the best results, consider using the sample Search Vector Index from xref:create-vector-search-index-ui.adoc#example[Create a Search Vector Index with the {page-ui-name}] or xref:create-vector-search-index-rest-api.adoc#example[Create a Search Vector Index with the REST API and curl/HTTP]. 
 --
 
 * You have installed the Couchbase Go SDK. 
@@ -59,15 +59,15 @@ For more information about how to deploy a new node and Services on your cluster
 * You have the hostname or IP address for the node in your cluster where you're running the Search Service.
 For more information about where to find the IP address for your node, see xref:server:manage:manage-nodes/list-cluster-nodes.adoc[].
 
-* You have created an Search Vector Index. 
+* You have created a Search Vector Index. 
 +
-For more information about how to create an Search Vector Index, see xref:create-vector-search-index-ui.adoc[] or xref:create-vector-search-index-rest-api.adoc[].
+For more information about how to create a Search Vector Index, see xref:create-vector-search-index-ui.adoc[] or xref:create-vector-search-index-rest-api.adoc[].
 +
 [TIP]
 --
 include::partial$download-sample-partial.adoc[]
 
-For the best results, consider using the sample Search Vector Index from xref:create-vector-search-index-ui.adoc#example[Create an Search Vector Index with the {page-ui-name}] or xref:create-vector-search-index-rest-api.adoc#example[Create an Search Vector Index with the REST API and curl/HTTP]. 
+For the best results, consider using the sample Search Vector Index from xref:create-vector-search-index-ui.adoc#example[Create a Search Vector Index with the {page-ui-name}] or xref:create-vector-search-index-rest-api.adoc#example[Create a Search Vector Index with the REST API and curl/HTTP]. 
 --
 
 * You have installed the Couchbase Java SDK. 
@@ -82,15 +82,15 @@ For more information about how to deploy a new node and Services on your cluster
 * You have the hostname or IP address for the node in your cluster where you're running the Search Service.
 For more information about where to find the IP address for your node, see xref:server:manage:manage-nodes/list-cluster-nodes.adoc[].
 
-* You have created an Search Vector Index. 
+* You have created a Search Vector Index. 
 +
-For more information about how to create an Search Vector Index, see xref:create-vector-search-index-ui.adoc[] or xref:create-vector-search-index-rest-api.adoc[].
+For more information about how to create a Search Vector Index, see xref:create-vector-search-index-ui.adoc[] or xref:create-vector-search-index-rest-api.adoc[].
 +
 [TIP]
 --
 include::partial$download-sample-partial.adoc[]
 
-For the best results, consider using the sample Search Vector Index from xref:create-vector-search-index-ui.adoc#example[Create an Search Vector Index with the {page-ui-name}] or xref:create-vector-search-index-rest-api.adoc#example[Create an Search Vector Index with the REST API and curl/HTTP].  
+For the best results, consider using the sample Search Vector Index from xref:create-vector-search-index-ui.adoc#example[Create a Search Vector Index with the {page-ui-name}] or xref:create-vector-search-index-rest-api.adoc#example[Create a Search Vector Index with the REST API and curl/HTTP].  
 --
 
 * You have installed the Couchbase Python SDK.
diff --git a/modules/vector-search/pages/run-vector-search-ui.adoc b/modules/vector-search/pages/run-vector-search-ui.adoc
index 4fea0eea..4b821601 100644
--- a/modules/vector-search/pages/run-vector-search-ui.adoc
+++ b/modules/vector-search/pages/run-vector-search-ui.adoc
@@ -2,7 +2,7 @@
 :page-topic-type: guide
 :page-ui-name: {ui-name}
 :page-product-name: {product-name}
-:description: Run a Vector Search query from the Couchbase {page-ui-name} to preview and test the search results from an Search Vector Index.
+:description: Run a Vector Search query from the Couchbase {page-ui-name} to preview and test the search results from a Search Vector Index.
 
 [abstract]
 {description}
@@ -21,15 +21,15 @@ For more information about how to create a bucket, see xref:server:manage:manage
 
 * Your user account has the *Search Admin* or *Search Reader* role. 
 
-* You have created an Search Vector Index. 
+* You have created a Search Vector Index. 
 +
-For more information about how to create an Search Vector Index, see xref:create-vector-search-index-ui.adoc[].
+For more information about how to create a Search Vector Index, see xref:create-vector-search-index-ui.adoc[].
 +
 [TIP]
 --
 include::partial$download-sample-partial.adoc[]
 
-For the best results, consider using the sample Search Vector Index from xref:create-vector-search-index-ui.adoc#example[Create an Search Vector Index with the {page-ui-name}] or xref:create-vector-search-index-rest-api.adoc#example[Create an Search Vector Index with the REST API and curl/HTTP]. 
+For the best results, consider using the sample Search Vector Index from xref:create-vector-search-index-ui.adoc#example[Create a Search Vector Index with the {page-ui-name}] or xref:create-vector-search-index-rest-api.adoc#example[Create a Search Vector Index with the REST API and curl/HTTP]. 
 --
 
 * You have logged in to the Couchbase {page-ui-name}. 
diff --git a/modules/vector-search/pages/vector-search-index-architecture.adoc b/modules/vector-search/pages/vector-search-index-architecture.adoc
index 6c0e6af4..56934780 100644
--- a/modules/vector-search/pages/vector-search-index-architecture.adoc
+++ b/modules/vector-search/pages/vector-search-index-architecture.adoc
@@ -8,7 +8,7 @@
 
 include::partial$vector-search-no-windows.adoc[]
 
-An Search Vector Index still relies on <<sync,>> and uses <<segments,>> to manage merging and persisting data to disk in your cluster.
+A Search Vector Index still relies on <<sync,>> and uses <<segments,>> to manage merging and persisting data to disk in your cluster.
 All changes from Database Change Protocol (DCP) and the Data Service are introduced to a Search index in batches, which are further managed by segments. 
 
 [#sync]
@@ -46,7 +46,7 @@ Segments are marked as stale when they're replaced by a new merged segment creat
 Stale segments are deleted when they're no longer used by any new queries. 
 
 As smaller segments are merged together through the merger routine, the Search Service automatically runs any needed retraining for Search Vector Indexes.
-The segments for an Search Vector Index can contain different index types and use a separate indexing pipeline, choosing the appropriate indexing algorithm based on the size of your available documents.
+The segments for a Search Vector Index can contain different index types and use a separate indexing pipeline, choosing the appropriate indexing algorithm based on the size of your available documents.
 
 == Vector Search and FAISS
 
@@ -97,7 +97,7 @@ Flat indexes are a list of vectors.
 Searches run on a nearest neighbor process, based on examining the query vector against each vector in the index and calculating the distance.
 Results for flat indexes are very accurate, but performance does not scale well as a dataset grows.
 
-If an Search Vector Index uses only flat indexes, no training is required - IDs are mapped directly to vectors with exact vector comparisons, with no need for preprocessing or learning on the data.
+If a Search Vector Index uses only flat indexes, no training is required - IDs are mapped directly to vectors with exact vector comparisons, with no need for preprocessing or learning on the data.
 
 [#ivf]
 === Inverted File Index (IVF)
diff --git a/modules/vector-search/pages/vector-search.adoc b/modules/vector-search/pages/vector-search.adoc
index 51b85cec..5d5f54ab 100644
--- a/modules/vector-search/pages/vector-search.adoc
+++ b/modules/vector-search/pages/vector-search.adoc
@@ -36,17 +36,17 @@ To get started using Vector Search in {page-product-name}:
 . *Store data*: Store the data you want to use for your search or AI project in a {page-product-name} cluster. 
 . *Generate embeddings*: Generate vector embeddings from your data with your preferred embedding model.
 . *Store your embeddings*: Store your vector embeddings in an array inside the documents in your {page-product-name} cluster. 
-. *Create an Search Vector Index*: Create an index to use your embeddings and identify similar documents with vector similarity. 
+. *Create a Search Vector Index*: Create an index to use your embeddings and identify similar documents with vector similarity. 
 
 In addition to supporting integrations with frameworks like LangChain and LlamaIndex, you can also use the API for an existing LLM and one of their embedding models to generate vector embeddings for your data.
 For example, the OpenAI `embeddings` endpoint can generate embeddings for a text string using a specified embedding model. 
 You can then store that embedding as a new field in your documents. 
 For more information about how to generate and obtain embeddings for text strings using the OpenAI API, see the https://platform.openai.com/docs/guides/embeddings/what-are-embeddings[Embeddings documentation].
 
-NOTE: When you create an Search Vector Index, the xref:search:child-field-options-reference.adoc#dimension[dimension] of your data vector embeddings must match the dimension for any search query vectors.
+NOTE: When you create a Search Vector Index, the xref:search:child-field-options-reference.adoc#dimension[dimension] of your data vector embeddings must match the dimension for any search query vectors.
 Otherwise, a Vector Search query fails to return any results.
 
-For more information about how to create an Search Vector Index, see xref:create-vector-search-index-ui.adoc[] or xref:create-vector-search-index-rest-api.adoc[].
+For more information about how to create a Search Vector Index, see xref:create-vector-search-index-ui.adoc[] or xref:create-vector-search-index-rest-api.adoc[].
 
 For information about how to run a Vector Search query, see xref:run-vector-search-ui.adoc[] or xref:run-vector-search-rest-api.adoc[].
 

From bdb18daec34655c6ada9f1996c51d343951cda5a Mon Sep 17 00:00:00 2001
From: Simon Dew <Simon.Dew@couchbase.com>
Date: Mon, 6 Oct 2025 17:35:51 +0100
Subject: [PATCH 4/9] Make vector index topic names consistent

---
 modules/vector-index/pages/composite-vector-index.adoc  | 2 +-
 modules/vector-index/pages/hyperscale-vector-index.adoc | 2 +-
 modules/vector-search/pages/vector-search.adoc          | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/modules/vector-index/pages/composite-vector-index.adoc b/modules/vector-index/pages/composite-vector-index.adoc
index 5bf59cf0..53ee2efe 100644
--- a/modules/vector-index/pages/composite-vector-index.adoc
+++ b/modules/vector-index/pages/composite-vector-index.adoc
@@ -1,4 +1,4 @@
-= Filtered Searches Using Composite Vector Index
+= Create Filtered Searches Using Composite Vector Index
 :page-topic-type: guide
 :page-ui-name: {ui-name}
 :page-product-name: {product-name}
diff --git a/modules/vector-index/pages/hyperscale-vector-index.adoc b/modules/vector-index/pages/hyperscale-vector-index.adoc
index 9ca86667..4c53687b 100644
--- a/modules/vector-index/pages/hyperscale-vector-index.adoc
+++ b/modules/vector-index/pages/hyperscale-vector-index.adoc
@@ -1,4 +1,4 @@
-= Vector Searches Using Hyperscale Vector Indexes
+= Create Vector Searches Using Hyperscale Vector Indexes
 :page-topic-type: guide
 :page-ui-name: {ui-name}
 :page-product-name: {product-name}
diff --git a/modules/vector-search/pages/vector-search.adoc b/modules/vector-search/pages/vector-search.adoc
index 5d5f54ab..5642f62c 100644
--- a/modules/vector-search/pages/vector-search.adoc
+++ b/modules/vector-search/pages/vector-search.adoc
@@ -1,4 +1,4 @@
-= Use Vector Search for AI Applications
+= Create Vector Searches Using Search Vector Indexes
 :page-topic-type: concept
 :page-ui-name: {ui-name}
 :page-product-name: {product-name}

From 58c5be60916a42bbf38b04f800a67542c388b1e9 Mon Sep 17 00:00:00 2001
From: Simon Dew <Simon.Dew@couchbase.com>
Date: Mon, 6 Oct 2025 17:36:06 +0100
Subject: [PATCH 5/9] TEMP: Preview config

---
 preview/DOC-12464-inc-vector-search.yml | 5 +++++
 1 file changed, 5 insertions(+)
 create mode 100644 preview/DOC-12464-inc-vector-search.yml

diff --git a/preview/DOC-12464-inc-vector-search.yml b/preview/DOC-12464-inc-vector-search.yml
new file mode 100644
index 00000000..c2849729
--- /dev/null
+++ b/preview/DOC-12464-inc-vector-search.yml
@@ -0,0 +1,5 @@
+sources:
+  docs-server:
+    branches: [DOC-12565_vector_search_concepts]
+override:
+  startPage: server:introduction:intro.adoc

From d16da6281396232cf10709ce4a0a9d206d852b77 Mon Sep 17 00:00:00 2001
From: Simon Dew <Simon.Dew@couchbase.com>
Date: Tue, 7 Oct 2025 16:01:47 +0100
Subject: [PATCH 6/9] Update after review

---
 modules/vector-index/pages/use-vector-indexes.adoc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/modules/vector-index/pages/use-vector-indexes.adoc b/modules/vector-index/pages/use-vector-indexes.adoc
index 7f862d87..69d57a82 100644
--- a/modules/vector-index/pages/use-vector-indexes.adoc
+++ b/modules/vector-index/pages/use-vector-indexes.adoc
@@ -142,7 +142,7 @@ When choosing which type of index to use, consider the following:
 
 * In most cases, test using a Hyperscale Vector index.
 If you find that the performance is not what you need, you can try using one of the other index types.
-* If your dataset will not grow beyond 100 million documents and you need to perform hybrid searches that combine vector searches with Full-Text Search or geospatial searches, use a Search Vector Index.
+* If your dataset will not grow beyond 100 million documents and you need to perform hybrid searches that combine vector searches with other Search Service features, such as text or geospatial search, use a Search Vector Index.
 
 == Applications for Vector Indexes
 

From 274f8e3bff4e9774de4a38aa8753073fe07827bf Mon Sep 17 00:00:00 2001
From: Simon Dew <Simon.Dew@couchbase.com>
Date: Tue, 7 Oct 2025 20:35:10 +0100
Subject: [PATCH 7/9] More updates after review

---
 modules/vector-index/pages/composite-vector-index.adoc  | 2 +-
 modules/vector-index/pages/hyperscale-vector-index.adoc | 2 +-
 modules/vector-search/pages/vector-search.adoc          | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/modules/vector-index/pages/composite-vector-index.adoc b/modules/vector-index/pages/composite-vector-index.adoc
index 53ee2efe..0755c0c2 100644
--- a/modules/vector-index/pages/composite-vector-index.adoc
+++ b/modules/vector-index/pages/composite-vector-index.adoc
@@ -1,4 +1,4 @@
-= Create Filtered Searches Using Composite Vector Index
+= Filtered Search Using Composite Vector Indexes
 :page-topic-type: guide
 :page-ui-name: {ui-name}
 :page-product-name: {product-name}
diff --git a/modules/vector-index/pages/hyperscale-vector-index.adoc b/modules/vector-index/pages/hyperscale-vector-index.adoc
index 4c53687b..7e2ba600 100644
--- a/modules/vector-index/pages/hyperscale-vector-index.adoc
+++ b/modules/vector-index/pages/hyperscale-vector-index.adoc
@@ -1,4 +1,4 @@
-= Create Vector Searches Using Hyperscale Vector Indexes
+= Vector Search Using Hyperscale Vector Indexes
 :page-topic-type: guide
 :page-ui-name: {ui-name}
 :page-product-name: {product-name}
diff --git a/modules/vector-search/pages/vector-search.adoc b/modules/vector-search/pages/vector-search.adoc
index 5642f62c..e8fa0290 100644
--- a/modules/vector-search/pages/vector-search.adoc
+++ b/modules/vector-search/pages/vector-search.adoc
@@ -1,4 +1,4 @@
-= Create Vector Searches Using Search Vector Indexes
+= Vector Search Using Search Vector Indexes
 :page-topic-type: concept
 :page-ui-name: {ui-name}
 :page-product-name: {product-name}

From 3cc5e4eb0b1180d77f45ba4ef4b9639314c07700 Mon Sep 17 00:00:00 2001
From: Simon Dew <Simon.Dew@couchbase.com>
Date: Tue, 7 Oct 2025 20:35:24 +0100
Subject: [PATCH 8/9] Simplify xrefs in nav

---
 modules/vector-index/partials/nav.adoc | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/modules/vector-index/partials/nav.adoc b/modules/vector-index/partials/nav.adoc
index eab2f861..333f991d 100644
--- a/modules/vector-index/partials/nav.adoc
+++ b/modules/vector-index/partials/nav.adoc
@@ -1,12 +1,12 @@
-* xref:server:vector-index:vectors-and-indexes-overview.adoc[]
+* xref:vector-index:vectors-and-indexes-overview.adoc[]
 +
 --
-** xref:server:vector-index:use-vector-indexes.adoc[] 
-** xref:server:vector-index:hyperscale-vector-index.adoc[]
-*** xref:server:vector-index:hyperscale-filter.adoc[]
-*** xref:server:vector-index:hyperscale-reranking.adoc[]
-** xref:server:vector-index:composite-vector-index.adoc[]
-** xref:server:vector-index:vector-index-best-practices.adoc[]
+** xref:vector-index:use-vector-indexes.adoc[] 
+** xref:vector-index:hyperscale-vector-index.adoc[]
+*** xref:vector-index:hyperscale-filter.adoc[]
+*** xref:vector-index:hyperscale-reranking.adoc[]
+** xref:vector-index:composite-vector-index.adoc[]
+** xref:vector-index:vector-index-best-practices.adoc[]
 --
 +
 --

From 09a7e787dc890dba25beff462fde5bf4573c7a76 Mon Sep 17 00:00:00 2001
From: Simon Dew <Simon.Dew@couchbase.com>
Date: Tue, 7 Oct 2025 21:24:49 +0100
Subject: [PATCH 9/9] Remove temp preview config

---
 preview/DOC-12464-inc-vector-search.yml | 5 -----
 1 file changed, 5 deletions(-)
 delete mode 100644 preview/DOC-12464-inc-vector-search.yml

diff --git a/preview/DOC-12464-inc-vector-search.yml b/preview/DOC-12464-inc-vector-search.yml
deleted file mode 100644
index c2849729..00000000
--- a/preview/DOC-12464-inc-vector-search.yml
+++ /dev/null
@@ -1,5 +0,0 @@
-sources:
-  docs-server:
-    branches: [DOC-12565_vector_search_concepts]
-override:
-  startPage: server:introduction:intro.adoc