diff --git a/qdrant-landing/content/case-studies/_index.md b/qdrant-landing/content/case-studies/_index.md
index 19caba74c..d6d01c7c4 100644
--- a/qdrant-landing/content/case-studies/_index.md
+++ b/qdrant-landing/content/case-studies/_index.md
@@ -1,7 +1,3 @@
 ---
 title: Case Studies
-page_title: Articles about Vector Search
-description: Articles about vector search and similarity larning related topics. Latest updates on Qdrant vector search engine.
-section_title: Check out our latest publications
-subtitle: Check out our latest publications
 ---
\ No newline at end of file
diff --git a/qdrant-landing/content/case-studies/bloop.md b/qdrant-landing/content/case-studies/bloop.md
index cc4ceac21..c1c151878 100644
--- a/qdrant-landing/content/case-studies/bloop.md
+++ b/qdrant-landing/content/case-studies/bloop.md
@@ -2,7 +2,7 @@
 title: "Powering Bloop semantic code search"
 short_description: Bloop is a fast code-search engine that combines semantic search, regex search and precise code navigation
 description: Bloop is a fast code-search engine that combines semantic search, regex search and precise code navigation
-social_preview_image: /case-studies/bloop/social_preview.png
+social_preview_image: /case-studies/bloop/social_preview.jpg
 preview_dir: /case-studies/bloop/preview
 weight: 2
 date: 2023-02-28T09:48:00.000Z
diff --git a/qdrant-landing/static/case-studies/pienso/social_preview.png b/qdrant-landing/static/case-studies/pienso/social_preview.png
new file mode 100644
index 000000000..9ed36ba0a
Binary files /dev/null and b/qdrant-landing/static/case-studies/pienso/social_preview.png differ