diff --git a/qdrant-landing/content/articles/data-exploration/_index.md b/qdrant-landing/content/articles/data-exploration/_index.md
new file mode 100644
index 000000000..74695c923
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@@ -0,0 +1,7 @@
+---
+title: Data Exploration
+description: Learn how you can leverage vector similarity beyond just search. Reveal hidden patterns and insights in your data, provide recommendations, and navigate data space.
+category: data-exploration
+url: /articles/data-exploration/
+isCategoryPage: true
+---
diff --git a/qdrant-landing/content/articles/embed-data/_index.md b/qdrant-landing/content/articles/embed-data/_index.md
deleted file mode 100644
index 67e247830..000000000
--- a/qdrant-landing/content/articles/embed-data/_index.md
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@@ -1,7 +0,0 @@
----
-title: Embed Data
-description: Easily integrate and embed your vector data into Qdrant for efficient similarity search and AI-driven insights
-category: embed-data
-url: /articles/embed-data/
-isCategoryPage: true
----
diff --git a/qdrant-landing/content/articles/manage-vectors/_index.md b/qdrant-landing/content/articles/manage-vectors/_index.md
deleted file mode 100644
index 2d0f9254d..000000000
--- a/qdrant-landing/content/articles/manage-vectors/_index.md
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@@ -1,7 +0,0 @@
----
-title: Manage Vectors
-description: Take full control of your vector data with Qdrant. Easily store, organize, and optimize vectors for high-performance similarity search.
-category: manage-vectors
-url: /articles/manage-vectors/
-isCategoryPage: true
----
diff --git a/qdrant-landing/content/articles/ml-with-qdrant/_index.md b/qdrant-landing/content/articles/ml-with-qdrant/_index.md
new file mode 100644
index 000000000..855db6d8d
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+++ b/qdrant-landing/content/articles/ml-with-qdrant/_index.md
@@ -0,0 +1,7 @@
+---
+title: ML with Qdrant
+description: Explore Machine Learning principles and practices which make modern semantic similarity search possible. Apply Qdrant and vector search capabilities to your ML projects.
+category: ml-with-qdrant
+url: /articles/machine-learning/
+isCategoryPage: true
+---
diff --git a/qdrant-landing/content/articles/practicle-examples/_index.md b/qdrant-landing/content/articles/practicle-examples/_index.md
new file mode 100644
index 000000000..1db264eae
--- /dev/null
+++ b/qdrant-landing/content/articles/practicle-examples/_index.md
@@ -0,0 +1,7 @@
+---
+title: Practical Examples
+description: Building blocks and reference implementations to help you get started with Qdrant. Learn how to use Qdrant to solve real-world problems and build the next generation of AI applications.
+category: practicle-examples
+url: /articles/examples/
+isCategoryPage: true
+---
diff --git a/qdrant-landing/content/articles/qdrant-internals/_index.md b/qdrant-landing/content/articles/qdrant-internals/_index.md
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+++ b/qdrant-landing/content/articles/qdrant-internals/_index.md
@@ -0,0 +1,7 @@
+---
+title: Qdrant Internals
+description: Take a look under the hood of Qdrant’s high-performance vector search engine. Explore the architecture, components, and design principles the Qdrant Vector Search Engine is built on.
+category: qdrant-internals
+url: /articles/internals/
+isCategoryPage: true
+---
diff --git a/qdrant-landing/content/articles/rag/_index.md b/qdrant-landing/content/articles/rag-and-ai-agents/_index.md
similarity index 57%
rename from qdrant-landing/content/articles/rag/_index.md
rename to qdrant-landing/content/articles/rag-and-ai-agents/_index.md
index 5c643e52a..25f0ea527 100644
--- a/qdrant-landing/content/articles/rag/_index.md
+++ b/qdrant-landing/content/articles/rag-and-ai-agents/_index.md
@@ -1,7 +1,7 @@
 ---
-title: RAG
-description: Leverage Qdrant for Retrieval-Augmented Generation (RAG) to enhance AI models with real-time, relevant data.
-category: rag
+title: RAG & AI Agents
+description: Leverage Qdrant for Retrieval-Augmented Generation (RAG) and build AI Agents
+category: rag-and-ai-agents
 url: /articles/rag/
 isCategoryPage: true
 ---
diff --git a/qdrant-landing/content/articles/scale-qdrant/_index.md b/qdrant-landing/content/articles/scale-qdrant/_index.md
deleted file mode 100644
index a3a520558..000000000
--- a/qdrant-landing/content/articles/scale-qdrant/_index.md
+++ /dev/null
@@ -1,7 +0,0 @@
----
-title: Scale Qdrant
-description: Easily scale Qdrant to meet your growing data and performance needs. Whether expanding across cloud environments or optimizing for high-demand applications.
-category: scale-qdrant
-url: /articles/scale-qdrant/
-isCategoryPage: true
----
diff --git a/qdrant-landing/content/articles/search-vectors/_index.md b/qdrant-landing/content/articles/search-vectors/_index.md
deleted file mode 100644
index 20a0ced3c..000000000
--- a/qdrant-landing/content/articles/search-vectors/_index.md
+++ /dev/null
@@ -1,7 +0,0 @@
----
-title: Search Vectors
-description: Execute fast and accurate vector searches with Qdrant’s high-performance engine. Effortlessly retrieve relevant results from large datasets, enabling advanced similarity search for AI applications.
-category: search-vectors
-url: /articles/search-vectors/
-isCategoryPage: true
----
diff --git a/qdrant-landing/content/articles/vector-search-manuals/_index.md b/qdrant-landing/content/articles/vector-search-manuals/_index.md
new file mode 100644
index 000000000..c57b16842
--- /dev/null
+++ b/qdrant-landing/content/articles/vector-search-manuals/_index.md
@@ -0,0 +1,7 @@
+---
+title: Vector Search Manuals
+description: Take full control of your vector data with Qdrant. Learn how to easily store, organize, and optimize vectors for high-performance similarity search.
+category: vector-search-manuals
+url: /articles/vector-search-manuals/
+isCategoryPage: true
+---