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[ "Qdrant under the hood: Scalar Quantization - Qdrant", "Arxiv-titles-384-angular-no-filters" ]
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[ "articles", "articles/scalar-quantization" ]
3,172
[ "Qdrant under the hood: Scalar Quantization - Qdrant", "Arxiv-titles-384-angular-no-filters" ]
/articles/scalar-quantization/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(25)
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difference in your search quality.
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3,173
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3,174
[ "Qdrant under the hood: Scalar Quantization - Qdrant", "Gist-960" ]
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html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(26)
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p
In all the cases, the decrease in search precision is negligible, but we keep a latency
[ "articles", "articles/scalar-quantization" ]
3,175
[ "Qdrant under the hood: Scalar Quantization - Qdrant", "Gist-960" ]
/articles/scalar-quantization/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(26)
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p
reduction of at least 28.57%, even up to 60,64%, while searching.
[ "articles", "articles/scalar-quantization" ]
3,176
[ "Qdrant under the hood: Scalar Quantization - Qdrant", "Gist-960" ]
/articles/scalar-quantization/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(26)
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p
As a rule of thumb,
[ "articles", "articles/scalar-quantization" ]
3,177
[ "Qdrant under the hood: Scalar Quantization - Qdrant", "Gist-960" ]
/articles/scalar-quantization/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(26)
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p
the higher the dimensionality of the vectors, the lower the precision loss.
[ "articles", "articles/scalar-quantization" ]
3,178
[ "Qdrant under the hood: Scalar Quantization - Qdrant" ]
/articles/scalar-quantization/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > h3:nth-of-type(2)
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h3
Oversampling and Rescoring
[ "articles", "articles/scalar-quantization" ]
3,179
[ "Qdrant under the hood: Scalar Quantization - Qdrant", "Oversampling and Rescoring" ]
/articles/scalar-quantization/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(27)
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p
A distinctive feature of the Qdrant architecture is the ability to combine the search for quantized and original vectors in a single query.
[ "articles", "articles/scalar-quantization" ]
3,180
[ "Qdrant under the hood: Scalar Quantization - Qdrant", "Oversampling and Rescoring" ]
/articles/scalar-quantization/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(27)
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p
This enables the best combination of speed, accuracy, and RAM usage.
[ "articles", "articles/scalar-quantization" ]
3,181
[ "Qdrant under the hood: Scalar Quantization - Qdrant", "Oversampling and Rescoring" ]
/articles/scalar-quantization/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(28)
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p
Qdrant stores the original vectors, so it is possible to rescore the top-k results with
[ "articles", "articles/scalar-quantization" ]
3,182
[ "Qdrant under the hood: Scalar Quantization - Qdrant", "Oversampling and Rescoring" ]
/articles/scalar-quantization/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(28)
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p
the original vectors after doing the neighbours search in quantized space.
[ "articles", "articles/scalar-quantization" ]
3,183
[ "Qdrant under the hood: Scalar Quantization - Qdrant", "Oversampling and Rescoring" ]
/articles/scalar-quantization/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(28)
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p
That obviously
[ "articles", "articles/scalar-quantization" ]
3,184
[ "Qdrant under the hood: Scalar Quantization - Qdrant", "Oversampling and Rescoring" ]
/articles/scalar-quantization/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(28)
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has some impact on the performance, but in order to measure how big it is, we made the
[ "articles", "articles/scalar-quantization" ]
3,185
[ "Qdrant under the hood: Scalar Quantization - Qdrant", "Oversampling and Rescoring" ]
/articles/scalar-quantization/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(28)
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comparison in different search scenarios.
[ "articles", "articles/scalar-quantization" ]
3,186
[ "Qdrant under the hood: Scalar Quantization - Qdrant", "Oversampling and Rescoring" ]
/articles/scalar-quantization/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(28)
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p
We used a machine with a very slow network-mounted disk and tested the following scenarios with different amounts of allowed RAM:
[ "articles", "articles/scalar-quantization" ]
3,187
[ "Qdrant under the hood: Scalar Quantization - Qdrant", "Oversampling and Rescoring" ]
/articles/scalar-quantization/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(29)
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p
And another group with more strict memory limits:
[ "articles", "articles/scalar-quantization" ]
3,188
[ "Qdrant under the hood: Scalar Quantization - Qdrant", "Oversampling and Rescoring" ]
/articles/scalar-quantization/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(30)
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p
In those experiments, throughput was mainly defined by the number of disk reads, and quantization efficiently reduces it by allowing more vectors in RAM.
[ "articles", "articles/scalar-quantization" ]
3,189
[ "Qdrant under the hood: Scalar Quantization - Qdrant", "Oversampling and Rescoring" ]
/articles/scalar-quantization/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(30)
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Read more about on-disk storage in Qdrant and how we measure its performance in our article: Minimal RAM you need to serve a million vectors
[ "articles", "articles/scalar-quantization" ]
3,190
[ "Qdrant under the hood: Scalar Quantization - Qdrant", "Oversampling and Rescoring" ]
/articles/scalar-quantization/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(30)
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[ "articles", "articles/scalar-quantization" ]
3,191
[ "Qdrant under the hood: Scalar Quantization - Qdrant", "Oversampling and Rescoring" ]
/articles/scalar-quantization/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(31)
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p
The mechanism of Scalar Quantization with rescoring disabled pushes the limits of low-end
[ "articles", "articles/scalar-quantization" ]
3,192
[ "Qdrant under the hood: Scalar Quantization - Qdrant", "Oversampling and Rescoring" ]
/articles/scalar-quantization/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(31)
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p
machines even further.
[ "articles", "articles/scalar-quantization" ]
3,193
[ "Qdrant under the hood: Scalar Quantization - Qdrant", "Oversampling and Rescoring" ]
/articles/scalar-quantization/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(31)
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p
It seems like handling lots of requests does not require an
[ "articles", "articles/scalar-quantization" ]
3,194
[ "Qdrant under the hood: Scalar Quantization - Qdrant", "Oversampling and Rescoring" ]
/articles/scalar-quantization/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(31)
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p
expensive setup if you can agree to a small decrease in the search precision.
[ "articles", "articles/scalar-quantization" ]
3,195
[ "Qdrant under the hood: Scalar Quantization - Qdrant" ]
/articles/scalar-quantization/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > h3:nth-of-type(3)
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h3
Good practices
[ "articles", "articles/scalar-quantization" ]
3,196
[ "Qdrant under the hood: Scalar Quantization - Qdrant", "Good practices" ]
/articles/scalar-quantization/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(32)
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p
Qdrant documentation on Scalar Quantization
[ "articles", "articles/scalar-quantization" ]
3,197
[ "Qdrant under the hood: Scalar Quantization - Qdrant", "Good practices" ]
/articles/scalar-quantization/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(32)
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p
is a great resource describing different scenarios and strategies to achieve up to 4x
[ "articles", "articles/scalar-quantization" ]
3,198
[ "Qdrant under the hood: Scalar Quantization - Qdrant", "Good practices" ]
/articles/scalar-quantization/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(32)
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p
lower memory footprint and even up to 2x performance increase.
[ "articles", "articles/scalar-quantization" ]
3,199
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant" ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ul > li:nth-of-type(1)
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li
Articles
[ "articles", "articles/seed-round" ]
3,202
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant" ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ul > li:nth-of-type(2)
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3,203
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On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round.
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3,204
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant" ]
/articles/seed-round/
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h1
On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round.
[ "articles", "articles/seed-round" ]
3,205
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > blockquote > p:nth-of-type(1)
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p
Vector databases are here to stay.
[ "articles", "articles/seed-round" ]
3,206
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > blockquote > p:nth-of-type(1)
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p
The New Age of AI is powered by vector embeddings, and vector databases are a foundational part of the stack.
[ "articles", "articles/seed-round" ]
3,207
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > blockquote > p:nth-of-type(1)
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p
At Qdrant, we are working on cutting-edge open-source vector similarity search solutions to power fantastic AI applications with the best possible performance and excellent developer experience.
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3,208
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round." ]
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html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > blockquote > p:nth-of-type(2)
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p
Our 7.5M seed funding – led by Unusual Ventures, awesome angels, and existing investors – will help us bring these innovations to engineers and empower them to make the most of their unstructured data and the awesome power of LLMs at any scale.
[ "articles", "articles/seed-round" ]
3,209
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(1)
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p
We are thrilled to announce that we just raised our seed round from the best possible investor we could imagine for this stage.
[ "articles", "articles/seed-round" ]
3,210
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(1)
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p
Let’s talk about fundraising later – it is a story itself that I could probably write a bestselling book about.
[ "articles", "articles/seed-round" ]
3,211
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(1)
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p
First, let’s dive into a bit of background about our project, our progress, and future plans.
[ "articles", "articles/seed-round" ]
3,212
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant" ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > h2:nth-of-type(1)
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h2
A need for vector databases.
[ "articles", "articles/seed-round" ]
3,213
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "A need for vector databases." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(2)
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p
Unstructured data is growing exponentially, and we are all part of a huge unstructured data workforce.
[ "articles", "articles/seed-round" ]
3,214
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "A need for vector databases." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(2)
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p
This blog post is unstructured data; your visit here produces unstructured and semi-structured data with every web interaction, as does every photo you take or email you send.
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3,215
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "A need for vector databases." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(2)
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p
The global datasphere will grow to 165 zettabytes by 2025, and about 80% of that will be unstructured.
[ "articles", "articles/seed-round" ]
3,216
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "A need for vector databases." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(2)
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p
At the same time, the rising demand for AI is vastly outpacing existing infrastructure.
[ "articles", "articles/seed-round" ]
3,217
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "A need for vector databases." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(2)
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p
Around 90% of machine learning research results fail to reach production because of a lack of tools.
[ "articles", "articles/seed-round" ]
3,218
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "A need for vector databases." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > figure:nth-of-type(1) > figcaption > p
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p
Demand for AI tools
[ "articles", "articles/seed-round" ]
3,219
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "A need for vector databases." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(3)
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p
Thankfully there’s a new generation of tools that let developers work with unstructured data in the form of vector embeddings, which are deep representations of objects obtained from a neural network model.
[ "articles", "articles/seed-round" ]
3,220
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "A need for vector databases." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(3)
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p
A vector database, also known as a vector similarity search engine or approximate nearest neighbour (ANN) search database, is a database designed to store, manage, and search high-dimensional data with an additional payload.
[ "articles", "articles/seed-round" ]
3,221
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "A need for vector databases." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(3)
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p
Vector Databases turn research prototypes into commercial AI products.
[ "articles", "articles/seed-round" ]
3,222
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "A need for vector databases." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(3)
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p
Vector search solutions are industry agnostic and bring solutions for a number of use cases, including classic ones like semantic search, matching engines, and recommender systems to more novel applications like anomaly detection, working with time series, or biomedical data.
[ "articles", "articles/seed-round" ]
3,223
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "A need for vector databases." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(3)
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p
The biggest limitation is to have a neural network encoder in place for the data type you are working with.
[ "articles", "articles/seed-round" ]
3,224
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "A need for vector databases." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > figure:nth-of-type(2) > figcaption > p
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p
Vector Search Use Cases
[ "articles", "articles/seed-round" ]
3,225
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "A need for vector databases." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(4)
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p
With the rise of large language models (LLMs), Vector Databases have become the fundamental building block of the new AI Stack.
[ "articles", "articles/seed-round" ]
3,226
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "A need for vector databases." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(4)
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p
They let developers build even more advanced applications by extending the “knowledge base” of LLMs-based applications like ChatGPT with real-time and real-world data.
[ "articles", "articles/seed-round" ]
3,227
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "A need for vector databases." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(5)
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p
A new AI product category, “Co-Pilot for X,” was born and is already affecting how we work.
[ "articles", "articles/seed-round" ]
3,228
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "A need for vector databases." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(5)
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p
Starting from producing content to developing software.
[ "articles", "articles/seed-round" ]
3,229
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "A need for vector databases." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(5)
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p
And this is just the beginning, there are even more types of novel applications being developed on top of this stack.
[ "articles", "articles/seed-round" ]
3,230
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "A need for vector databases." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > figure:nth-of-type(3) > figcaption > p
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p
New AI Stack
[ "articles", "articles/seed-round" ]
3,231
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant" ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > h2:nth-of-type(2)
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h2
Enter Qdrant.
[ "articles", "articles/seed-round" ]
3,232
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Enter Qdrant." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(6)
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p
At the same time, adoption has only begun.
[ "articles", "articles/seed-round" ]
3,233
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Enter Qdrant." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(6)
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p
Vector Search Databases are replacing VSS libraries like FAISS, etc., which, despite their disadvantages, are still used by ~90% of projects out there They’re hard-coupled to the application code, lack of production-ready features like basic CRUD operations or advanced filtering, are a nightmare to maintain and scale and have many other difficulties that make life hard for developers.
[ "articles", "articles/seed-round" ]
3,234
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Enter Qdrant." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(7)
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p
The current Qdrant ecosystem consists of excellent products to work with vector embeddings.
[ "articles", "articles/seed-round" ]
3,235
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Enter Qdrant." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(7)
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p
We launched our managed vector database solution, Qdrant Cloud, early this year, and it is already serving more than 1,000 Qdrant clusters.
[ "articles", "articles/seed-round" ]
3,236
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Enter Qdrant." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(7)
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[ "articles", "articles/seed-round" ]
3,237
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Enter Qdrant." ]
/articles/seed-round/
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Qdrant Ecosystem
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3,238
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Enter Qdrant." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(8)
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Our plan for the current open-source roadmap is to make billion-scale vector search affordable.
[ "articles", "articles/seed-round" ]
3,239
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Enter Qdrant." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(8)
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p
Our recent release of the Scalar Quantization improves both memory usage (x4) as well as speed (x2).
[ "articles", "articles/seed-round" ]
3,240
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Enter Qdrant." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(8)
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p
Upcoming Product Quantization will introduce even another option with more memory saving.
[ "articles", "articles/seed-round" ]
3,241
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Enter Qdrant." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(8)
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[ "articles", "articles/seed-round" ]
3,242
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Enter Qdrant." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(9)
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p
Qdrant started more than two years ago with the mission of building a vector database powered by a well-thought-out tech stack.
[ "articles", "articles/seed-round" ]
3,243
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Enter Qdrant." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(9)
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p
Using Rust as the system programming language and technical architecture decision during the development of the engine made Qdrant the leading and one of the most popular vector database solutions.
[ "articles", "articles/seed-round" ]
3,244
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Enter Qdrant." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(10)
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p
Our unique custom modification of the HNSW algorithm for Approximate Nearest Neighbor Search (ANN) allows querying the result with a state-of-the-art speed and applying filters without compromising on results.
[ "articles", "articles/seed-round" ]
3,245
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Enter Qdrant." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(10)
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p
Cloud-native support for distributed deployment and replications makes the engine suitable for high-throughput applications with real-time latency requirements.
[ "articles", "articles/seed-round" ]
3,246
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Enter Qdrant." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(10)
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p
Rust brings stability, efficiency, and the possibility to make optimization on a very low level.
[ "articles", "articles/seed-round" ]
3,247
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Enter Qdrant." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(10)
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p
In general, we always aim for the best possible results in performance, code quality, and feature set.
[ "articles", "articles/seed-round" ]
3,248
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Enter Qdrant." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(11)
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p
Most importantly, we want to say a big thank you to our open-source community, our adopters, our contributors, and our customers.
[ "articles", "articles/seed-round" ]
3,249
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Enter Qdrant." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(11)
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p
Your active participation in the development of our products has helped make Qdrant the best vector database on the market.
[ "articles", "articles/seed-round" ]
3,250
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Enter Qdrant." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(11)
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p
I cannot imagine how we could do what we’re doing without the community or without being open-source and having the TRUST of the engineers.
[ "articles", "articles/seed-round" ]
3,251
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Enter Qdrant." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(11)
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p
Thanks to all of you!
[ "articles", "articles/seed-round" ]
3,252
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Enter Qdrant." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(12)
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p
I also want to thank our team.
[ "articles", "articles/seed-round" ]
3,253
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Enter Qdrant." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(12)
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p
Thank you for your patience and trust.
[ "articles", "articles/seed-round" ]
3,254
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Enter Qdrant." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(12)
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p
Together we are strong.
[ "articles", "articles/seed-round" ]
3,255
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Enter Qdrant." ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(12)
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p
Let’s continue doing great things together.
[ "articles", "articles/seed-round" ]
3,256
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant" ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > h2:nth-of-type(3)
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h2
Fundraising
[ "articles", "articles/seed-round" ]
3,257
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Fundraising" ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(13)
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p
The whole process took only a couple of days, we got several offers, and most probably, we would get more with different conditions.
[ "articles", "articles/seed-round" ]
3,258
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Fundraising" ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(13)
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p
We decided to go with Unusual Ventures because they truly understand how things work in the open-source space.
[ "articles", "articles/seed-round" ]
3,259
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Fundraising" ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(13)
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p
They just did it right.
[ "articles", "articles/seed-round" ]
3,260
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Fundraising" ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(14)
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p
Here is a big piece of advice for all investors interested in open-source: Dive into the community, and see and feel the traction and product feedback instead of looking at glossy pitch decks.
[ "articles", "articles/seed-round" ]
3,261
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Fundraising" ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(14)
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p
With Unusual on our side, we have an active operational partner instead of one who simply writes a check.
[ "articles", "articles/seed-round" ]
3,262
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Fundraising" ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(14)
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p
That help is much more important than overpriced valuations and big shiny names.
[ "articles", "articles/seed-round" ]
3,263
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Fundraising" ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(15)
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p
Ultimately, the community and adopters will decide what products win and lose, not VCs.
[ "articles", "articles/seed-round" ]
3,264
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Fundraising" ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(15)
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p
Companies don’t need crazy valuations to create products that customers love.
[ "articles", "articles/seed-round" ]
3,265
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Fundraising" ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(15)
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p
You do not need Ph.D. to innovate.
[ "articles", "articles/seed-round" ]
3,266
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Fundraising" ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(15)
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p
You do not need to over-engineer to build a scalable solution.
[ "articles", "articles/seed-round" ]
3,267
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Fundraising" ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(15)
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p
You do not need ex-FANG people to have a great team.
[ "articles", "articles/seed-round" ]
3,268
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Fundraising" ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(15)
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p
You need clear focus, a passion for what you’re building, and the know-how to do it well.
[ "articles", "articles/seed-round" ]
3,269
[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Fundraising" ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(16)
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p
We know how.
[ "articles", "articles/seed-round" ]
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[ "On Unstructured Data, Vector Databases, New AI Age, and Our Seed Round. - Qdrant", "Fundraising" ]
/articles/seed-round/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(17)
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p
PS: This text is written by me in an old-school way without any ChatGPT help.
[ "articles", "articles/seed-round" ]
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