diff --git a/qdrant-landing/content/blog/when-music-just-doesnt-match-our-vibe-can-ai-help-filip-makraduli-vector-space-talks-003.md b/qdrant-landing/content/blog/when-music-just-doesnt-match-our-vibe-can-ai-help-filip-makraduli-vector-space-talks-003.md
index cc28b6502..78de308c8 100644
--- a/qdrant-landing/content/blog/when-music-just-doesnt-match-our-vibe-can-ai-help-filip-makraduli-vector-space-talks-003.md
+++ b/qdrant-landing/content/blog/when-music-just-doesnt-match-our-vibe-can-ai-help-filip-makraduli-vector-space-talks-003.md
@@ -59,7 +59,7 @@ Here are 5 key things you'll learn from this video:
 06:17 Faster and accurate model.\
 10:07 Sentence embedding model maps song descriptions.\
 14:32 Improving recommendations, user personalization in music.\
-15:49 Quadrant Python client creates user recommendations.\
+15:49 Qdrant Python client creates user recommendations.\
 21:26 Questions about getting better embeddings for songs.\
 25:04 Contextual information for personalized walking recommendations.\
 26:00 Need predictions, voice input, and music options.