+2333 people 2150dccb5a Article: How to choose an embedding model (#1632) ...

* update migration guide

* update article

* Update qdrant-landing/content/documentation/advanced-tutorials/using-multivector-representations.md

Co-authored-by: Kacper Łukawski <kacperlukawski@users.noreply.github.com>

* Update qdrant-landing/content/documentation/advanced-tutorials/using-multivector-representations.md

Co-authored-by: Kacper Łukawski <kacperlukawski@users.noreply.github.com>

* Update qdrant-landing/content/documentation/advanced-tutorials/using-multivector-representations.md

Co-authored-by: Kacper Łukawski <kacperlukawski@users.noreply.github.com>

* Update qdrant-landing/content/documentation/advanced-tutorials/using-multivector-representations.md

Co-authored-by: Kacper Łukawski <kacperlukawski@users.noreply.github.com>

* Rename vectors

* Adjust the image style

* update guide

* Update qdrant-landing/content/documentation/guides/migration.md

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* Add reference to the migration guide

* update-title-date

* copy-edit

* convosearch-case-study

* Update case-study-convosearch.md

* soc-2-type-II-HIPAA-blog

* Update soc-2-type-II-hipaa.md

* legal-tech-builders-guide

* legal-tech-builders-update

* Update legal-tech-builders-guide.md

* legal-tech-builders-v3

* Update qdrant-landing/content/documentation/guides/migration.md

Co-authored-by: Anush  <anushshetty90@gmail.com>

* Update qdrant-landing/content/documentation/guides/migration.md

Co-authored-by: Anush  <anushshetty90@gmail.com>

* update blog preview images

* date

* move migration guide

* update index

* case-study-lawme

* lawme-update

* Update case-study-lawme.md

* Update case-study-lawme.md

* update blog preview images

* update blog preview images

* Update legal-tech-builders-guide.md

* update urls

* replaced the stars hero image (#1700)

* update best_score formula (#1699)

* Revert checkbox (#1701)

* Revert "Added script to hide checkbox in form (#1657)"

This reverts commit e6e50491f8.

* style fix

* Modify Cloud RBAC permissions descriptions

* privacy policy update (#1704)

* legaltech-builders-update

* Update GitHub Stars

* date-change

* update blog preview images

* tutorial-link

* Update dspy.md

* Update qdrant-landing/content/documentation/frameworks/dspy.md

Co-authored-by: Anush  <anushshetty90@gmail.com>

* Update qdrant-landing/content/documentation/frameworks/dspy.md

Co-authored-by: Anush  <anushshetty90@gmail.com>

* Fix service annoations link for LBs in Hybrid and Private cloud

* case-study-lettria-v2

* Update case-study-lettria-v2.md

* Update case-study-lettria-v2.md

* Update case-study-lettria-v2.md

* Update case-study-lettria-v2.md

* Update ingestion-tracking-mechanism.png

* update blog preview images

* Update case-study-lettria-v2.md

* Update case-study-lettria-v2.md

* Qdrant-DSPy-medicalbot

* Qdrant-DSPy-medicalbot

* Qdrant-DSPy-medicalbot

* code formatting

* code formatting

* case-study-soc-2-type-2-v2

* soc-2-v3

* update blog preview images

* Blog_Update-title

* move article to build

* privacy policy fix (#1718)

* chore: fixes typos in fastembed-colbert page (#1712)

* introducing isFirstPageView property in Page event and in new identity call for Marketing traffic source attribution (#1719)

* Improve Send Data to Qdrant Page

This includes a reference to our new migration tool

* Update qdrant-landing/content/documentation/send-data/_index.md

Co-authored-by: Tim Visée <tim@visee.me>

* Update monitoring.md

* Update qdrant-landing/content/documentation/send-data/_index.md

Co-authored-by: Tim Visée <tim@visee.me>

* Update hybrid-search-fastembed.md (#1721)

* Update hybrid-search-fastembed.md

Fix bug

add
```
using="dense" and
using="sparse"
```

to `search` method in `HybridSearcher` class

* Update qdrant-landing/content/documentation/beginner-tutorials/hybrid-search-fastembed.md

* Update qdrant-landing/content/documentation/beginner-tutorials/hybrid-search-fastembed.md

---------

Co-authored-by: Andrey Vasnetsov <vasnetsov93@gmail.com>

* Update GitHub Stars

* Hybrid cloud connection is from Agent to `grpc.cloud.qdrant.io`.

* Some more updates

* improve a bunch of images with new midjourney (#1722)

* improve a bunch of images with new midjourney

* more images

* more images

* change immutable data structures preview

* adding firstVisitAttribution to postMessage playlooad for product site (#1730)

* Set the batch size for points upload (#1731)

* add FAQs

* add FAQs

* A collection snapshot does not include collection aliases

* Remove trailing space

* Simplify sentence

* Update ingestion-tracking-mechanism.png

* Fix typo in vector search section: #the-representation-revolution

* add tripadvisor to the customers page (#1737)

* update FAQs

* doc: added jina v4 model (#1738)

* update FAQs

* Fix hybrid cloud endpoint list

* Update GitHub Stars

* remove chatgpt plugin

* redirect removed article to OpenAI agents

* change CROSS_SITE_URL_PARAM_KEY to 'qdrant_tech_ajs_anonymous_id' (#1735)

* move static embeddings

* move static embeddings

* move static embeddings

* Update-top-banner_graphrag-webinar.md

add graphrag webinar from july 7 - july 23

* Add llms-full.txt for extended LLM discoverability (#1750)

This adds a more detailed version of `llms.txt` as `llms-full.txt`, which will be publicly served at `https://qdrant.tech/llms-full.txt`. It includes extended links, documentation references, and long-form metadata to aid LLM agents and retrieval tools.

* Add llms.txt for LLM discoverability (#1749)

* docs: Updated descriptions n8n.md (#1751)

* Create [Shared with FAZ] - FAZ and Qdrant Case Study.md

* FAZ update

* Update case-study-faz.md

* Update case-study-faz.md

* Update case-study-faz.md

* Update case-study-faz.md

* minicoil tutorial

* add example image

* adding hubspotutk to properties for pageview (#1759)

* Update GitHub Stars

* Updated Use Cases menu (#1762)

* Updated Use Cases menu

* Small fix

* correct spelling from shapshot to snapshot in the documentation

* Clarify dimension limit in Qdrant

Increasing the limit is only possible with a code change and compiling Qdrant itself

* Update qdrant-landing/content/documentation/faq/qdrant-fundamentals.md

Co-authored-by: Tim Visée <tim@visee.me>

* corrected snapshot spelling in snapshot.md as well as code snippets

* case-study-alhena

* nit: add space

* Update go.md

* fix logo in small footer (#1770)

* blog draft

* added images

* Update Alhena Case Study - External.md

* case-study-alhena-update

* case-study-gooddate

* Update case-study-gooddata.md

* Update case-study-gooddata.md

* Update case-study-gooddata.md

* Update case-study-gooddata.md

* added sep images

* Update qdrant-landing/content/documentation/database-tutorials/static-embeddings.md

Co-authored-by: Kacper Łukawski <kacperlukawski@users.noreply.github.com>

* Remove blog images

* Remove blog images

* case-study-gooddata-update

* Update case-study-gooddata.md

* Update case-study-gooddata.md

* case-study-alhena-update

* Update publication date

* fix typo

* Update case-study-alhena.md

* Improve clarity and precision in embedding model selection section

* Update publication date and improve video embed styling

* Add image illustrating vector creation for accented and non-accented letters

* Enhance discussion on embedding model deployment challenges

* Connect the sentence with the image

* Update case-study-alhena.md

* Create-vector-space-day-blog

* Update vector-space-day-2025.md

* copy-edits

* Update vector-space-day-2025.md

* after-party

* copy

trying out different headers

* call-for-proposals-date

* hero

* image

* Update GitHub Stars

* Refine the tokenization section and remove the video embed for clarity

* Toggling form legel disclamers (#1717)

* test another legal disclaimer approach

* swapped disclaimers

* revert contact form id

* New logo and favicon (#1781)

* Add docs for inference in cloud

* Add notes about context window and vector size

* Fix typos

* Extract code examples into snippets

* hero-image

* Link the Cloud Inference docs

* Update article date and add architecture diagram for Qdrant Cloud Inference

* Create case-study-pento.md

* pento-update

* Update case-study-pento.md

* Update case-study-pento.md

* Update case-study-pento.md

* pento-image-rendering-fix

* Update case-study-pento.md

* update snippets and descpription

* add image examples and update docs

* fix snippet indent

* transparent icons (#1786)

* 16x16 and 32x32 transparent icons

* more transparent icons

* contrast logo in the mobile menu (#1790)

* Small typo, grammar and style fixes

* Update diagram with new Qdrant logo

* Initial draft of the article with lots of TODOs left

* Fill part of the missing sections

* Improve some sentences

* Add more visuals

* Simplify "Checklist of things to consider"

* Grammar fixes

* Incorporate review changes

* Adjust the image style

* Update publication date

* Improve clarity and precision in embedding model selection section

* Update publication date and improve video embed styling

* Add image illustrating vector creation for accented and non-accented letters

* Enhance discussion on embedding model deployment challenges

* Connect the sentence with the image

* Refine the tokenization section and remove the video embed for clarity

* Link the Cloud Inference docs

* Update article date and add architecture diagram for Qdrant Cloud Inference

* Update diagram with new Qdrant logo

---------

Co-authored-by: Derrick Mwiti <mwitiderrick@gmail.com>
Co-authored-by: Derrick Mwiti <10187095+mwitiderrick@users.noreply.github.com>
Co-authored-by: Anush <anushshetty90@gmail.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Co-authored-by: Robert-Stam <47088745+Robert-Stam@users.noreply.github.com>
Co-authored-by: Maddie Duhon <madelyn.duhon@qdrant.com>
Co-authored-by: daniel-azoulai <daniel.azoulai@qdrant.com>
Co-authored-by: qdrant <qdrant@users.noreply.github.com>
Co-authored-by: Thierry Damiba <thierry.damiba@qdrant.com>
Co-authored-by: trean <trean.mi@gmail.com>
Co-authored-by: Luis Cossío <luis.cossio@qdrant.com>
Co-authored-by: Sebastiaan van Steenis <mail@superseb.nl>
Co-authored-by: generall <1935623+generall@users.noreply.github.com>
Co-authored-by: Bastian Hofmann <mail@bastianhofmann.de>
Co-authored-by: Rishab Mallick <rishabmallick6@gmail.com>
Co-authored-by: jasonbryant84 <jason.bryant@qdrant.com>
Co-authored-by: Tim Visée <tim@visee.me>
Co-authored-by: Andrey Vasnetsov <andrey@vasnetsov.com>
Co-authored-by: pakpoom S. <pakpoom.singkora@gmail.com>
Co-authored-by: Andrey Vasnetsov <vasnetsov93@gmail.com>
Co-authored-by: Robert-Stam <robert.stam@qdrant.com>
Co-authored-by: John Irungu <35167093+jjoek@users.noreply.github.com>
Co-authored-by: Maximilian Werk <maximilian.werk@gmx.de>
Co-authored-by: Manuel Meyer <manuel.meyer@qdrant.com>
Co-authored-by: Евгения Суходольская <evgeniya_sukhodolskaya@MacBookPro.fritz.box>
Co-authored-by: nastyapash <38438810+nastyapash@users.noreply.github.com>
Co-authored-by: unknown <bhaleraoulhas01@gmail.com>
Co-authored-by: George <george.panchuk@qdrant.tech>
Co-authored-by: Jenny <143733659+mrscoopers@users.noreply.github.com>
Co-authored-by: Евгения Суходольская <evgeniya_sukhodolskaya@Evgenias-MacBook-Pro.fritz.box>
Co-authored-by: Evgeniya Sukhodolskaya <suxodolskaya97@gmail.com>
Co-authored-by: Andre Zayarni <andre@qdrant.com>

2025-07-15 12:30:52 +02:00

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