landing_page/qdrant-landing/content/course/multi-vector-search/module-1/problems-multi-vector.md

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Problems of Multi-Vector Search	Understand the challenges and limitations of multi-vector search at scale, including memory and performance considerations.	4

{{< date >}} Module 1 {{< /date >}}

Problems of Multi-Vector Search

Multi-vector search delivers impressive retrieval quality, but it comes with significant challenges. Before deploying multi-vector search in production, you need to understand these limitations and plan accordingly.

The good news: Module 3 covers optimization techniques that address many of these challenges.

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Understanding these challenges is crucial. In Module 2, we'll extend multi-vector search to multi-modal data, and in Module 3, we'll tackle these scalability issues head-on with optimization techniques.