| ARCHITECTURE FOR THE AI - NOT KEYWORD - ERA |
Performance by Design |
We research, engineer, and optimize each component from first principles for the fastest, most scalable, and most customizable AI retrieval and search engine. |
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| high-performance |
Highest‑Performance Vector Search Engine |
Built entirely in Rust with SIMD and a custom storage engine (Gridstore) — no wrappers, no bolt-ons. Just fast, scalable vector search. |
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| /img/home/vertical-slider/performanceimage.jpg |
High performance vector search engine benchmark chart |
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| real-time |
Real‑Time Indexing |
Index new data instantly without rebuilding the entire index. Your vectors are searchable the moment they're added. |
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| /img/home/vertical-slider/real-time-indexing-by-qdrant.jpg |
Real-time indexing illustration |
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| memory-efficient |
Memory‑Efficient Storage |
Store billions of vectors with minimal memory footprint using our optimized storage architecture. |
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| /img/home/vertical-slider/memory-efficient-storage-by-qdrant.jpg |
Memory efficient storage illustration |
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| quantization |
Asymmetric, Scalar and Binary Quantization |
Reduce memory usage by up to 64x while maintaining search quality with advanced quantization techniques. |
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| /img/home/vertical-slider/scalar-binary-quantization-by-qdrant.jpg |
Scalar and binary quantization illustration |
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