diff --git a/qdrant-landing/content/articles/product-quantization.md b/qdrant-landing/content/articles/product-quantization.md
index f4b903bbe..3175c5fc5 100644
--- a/qdrant-landing/content/articles/product-quantization.md
+++ b/qdrant-landing/content/articles/product-quantization.md
@@ -2,7 +2,7 @@
 title: "Qdrant under the hood: Product Quantization"
 short_description: "Vector search with low memory? Try out our brand-new Product Quantization!"
 description: "Vector search with low memory? Try out our brand-new Product Quantization!"
-social_preview_image: /articles_data/product-quantization/preview/social_preview.jpg
+social_preview_image: /articles_data/product-quantization/social_preview.png
 small_preview_image: /articles_data/product-quantization/product-quantization-icon.svg
 preview_dir: /articles_data/product-quantization/preview
 weight: 1
diff --git a/qdrant-landing/static/articles_data/product-quantization/social_preview.png b/qdrant-landing/static/articles_data/product-quantization/social_preview.png
new file mode 100644
index 000000000..1718f9bf7
Binary files /dev/null and b/qdrant-landing/static/articles_data/product-quantization/social_preview.png differ