LM feedback

Author: norareidy

source/model-data/indexes.txt

@@ -243,19 +243,18 @@ an Atlas Search index named ``"title_search_idx"`` on the ``title`` field:
 
 .. _django-indexes-vector-search:
 
-Vector Search Indexes
-~~~~~~~~~~~~~~~~~~~~~
+Atlas Vector Search Indexes
+~~~~~~~~~~~~~~~~~~~~~~~~~~~
 
-Vector Search indexes specify the behavior of an Atlas Vector Search, which allows
-you to query data based on its semantic meaning rather than by keyword matches.
-You can integrate vector search with full-text search queries and AI frameworks to
-support a range of use cases.
+Atlas Vector Search indexes allow you to query data based on its semantic meaning
+rather than by keyword matches. You can integrate vector search with full-text search
+queries and AI frameworks to support a range of use cases.
 
-To create a Vector Search index, assign the ``indexes`` option in your model's
+To create a vector search index, assign the ``indexes`` option in your model's
 ``Meta`` class to a ``VectorSearchIndex`` object. Pass the following arguments to the
 ``VectorSearchIndex()`` constructor:
 
-- ``name``: *(Optional)* The name of your Vector Search index. If you do not
+- ``name``: *(Optional)* The name of your Atlas Vector Search index. If you do not
   specify this argument, {+framework+} automatically generates an index name.
 - ``fields``: The fields you want to index. At least one must be a vector
   field, represented by an array of ``FloatField`` or ``IntegerField`` values and an 
@@ -266,7 +265,7 @@ To create a Vector Search index, assign the ``indexes`` option in your model's
   of values that assigns functions to individual vector fields.
 
 The following example updates the ``Recipe`` model's ``Meta`` class to create
-a Vector Search index named ``"vector_search_idx"`` on the ``ratings`` vector field
+a vector search index named ``"vector_search_idx"`` on the ``ratings`` vector field
 and the ``cook_time`` numeric field:
 
 .. literalinclude:: /includes/model-data/indexes.py
@@ -278,7 +277,7 @@ and the ``cook_time`` numeric field:
 
 .. tip::
 
-   To learn more about Vector Search queries and indexes, see the following resources:
+   To learn more about Atlas Vector Search queries and indexes, see the following resources:
 
    - :atlas:`Atlas Vector Search </atlas-vector-search>` in the Atlas documentation.
    - `VectorSearchIndex <{+api+}ref/models/indexes//#vectorsearchindex>`__ class in the