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2026-05-01 09:21:28 -07:00
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qdrant-landing/content/blog/colpali-optimization.md
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title: "Optimizing ColPali for Retrieval at Scale, 13x Faster Results"
draft: false
slug: colpali-qdrant-optimization # Change this slug to your page slug if needed
short_description: Learn how we optimized ColPali, a document retrieval system, to be 13x faster for datasets of 20,000+ PDFs. Discover how pooling and reranking boost scalability while maintaining precision. # Change this
description: ColPali combines text and visual contexts for precise document retrieval, but scaling posed challenges. We achieved 13x faster retrieval using pooling and reranking, reducing vector counts by ~30x while retaining near-original accuracy. Explore the open-source demo to optimize your retrieval workflows! # Change this
short_description: "Learn how we optimized ColPali, a document retrieval system, to be 13x faster for datasets of 20,000+ PDFs. Discover how pooling and reranking boost scalability while maintaining precision. # Change this"
description: "ColPali combines text and visual contexts for precise document retrieval, but scaling posed challenges. We achieved 13x faster retrieval using pooling and reranking, reducing vector counts by ~30x while retaining near-original accuracy. Explore the open-source demo to optimize your retrieval workflows! # Change this"
preview_image: /blog/colpali-optimization/preview-2.png # Change this
social_preview_image: /blog/colpali-optimization/preview-2.png # Optional image used for link previews