diff --git a/qdrant-landing/content/blog/binary-quantization-openai.md b/qdrant-landing/content/articles/binary-quantization-openai.md
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rename to qdrant-landing/content/articles/binary-quantization-openai.md
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--- a/qdrant-landing/content/blog/binary-quantization-openai.md
+++ b/qdrant-landing/content/articles/binary-quantization-openai.md
@@ -4,13 +4,13 @@ draft: false
 slug: binary-quantization-openai
 short_description: Use Qdrant's Binary Quantization to enhance OpenAI embeddings
 description: Use Qdrant's Binary Quantization to enhance the performance and efficiency of OpenAI embeddings
-preview_image: /blog/openai/Article-Image.png # Change this
+preview_dir: /articles_data/openai/preview
+preview_image: /articles-data/openai/Article-Image.png # Change this
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+social_preview_image: /articles-data/openai/preview/social-preview.png
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-
-date: 2024-02-20T13:12:08-08:00
+date: 2024-02-21T13:12:08-08:00
 author: Nirant Kasliwal
 author_link: https://www.linkedin.com/in/nirant/
 
@@ -19,7 +19,9 @@ tags:
   - OpenAI
   - binary quantization
   - embeddings
-weight: 0 # Change this weight to change order of posts
+weight: -130
+
+aliases: [ /blog/binary-quantization-openai/ ]
 ---
 
 OpenAI Ada-003 embeddings are a powerful tool for natural language processing (NLP). However, the size of the embeddings are a challenge, especially with real-time search and retrieval. In this article, we explore how you can use Qdrant's Binary Quantization to enhance the performance and efficiency of OpenAI embeddings.
@@ -199,4 +201,6 @@ We recommend the following best practices for leveraging Binary Quantization to
 4. Rescoring: Enable rescoring to improve the accuracy of search results.
 5. RAM: Store the full vectors and payload on disk. Limit what you load from memory to the binary quantization index. This helps reduce the memory footprint and improve the overall efficiency of the system. The incremental latency from the disk read is negligible compared to the latency savings from the binary scoring in Qdrant, which uses SIMD instructions where possible.
 
-Want to discuss these findings and learn more about Binary Quantization? [Join our Discord community.](https://discord.gg/qdrant) Read the documentation: [Binary Quantization.](https://qdrant.tech/documentation/guides/quantization/?selector=aHRtbCA%2BIGJvZHkgPiBkaXY6bnRoLW9mLXR5cGUoMSkgPiBzZWN0aW9uID4gZGl2ID4gZGl2ID4gZGl2Om50aC1vZi10eXBlKDIpID4gYXJ0aWNsZSA%2BIGgyOm50aC1vZi10eXBlKDIp)
\ No newline at end of file
+Want to discuss these findings and learn more about Binary Quantization? [Join our Discord community.](https://discord.gg/qdrant) 
+
+Learn more about how to boost your vector search speed and accuracy while reducing costs: [Binary Quantization.](https://qdrant.tech/documentation/guides/quantization/?selector=aHRtbCA%2BIGJvZHkgPiBkaXY6bnRoLW9mLXR5cGUoMSkgPiBzZWN0aW9uID4gZGl2ID4gZGl2ID4gZGl2Om50aC1vZi10eXBlKDIpID4gYXJ0aWNsZSA%2BIGgyOm50aC1vZi10eXBlKDIp)
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