Commit Graph
6652 Commits
Author SHA1 Message Date
Abdon PijpelinkandClaude Sonnet 4.6 1321a7fcce fix(docs): prevent iOS Safari from navigating on sidebar section tap (#2646)
* fix(docs): prevent iOS Safari from navigating on sidebar section tap

On iOS/iPadOS, tapping a collapsed section in the documentation sidebar
followed the <a> href inside the <summary> instead of toggling the
<details> element. This navigated away from the page and closed the
hamburger menu.

Added a click handler in documentation.js that intercepts the link tap
when the parent <details> is closed, preventing navigation and manually
expanding the section instead. Tapping an already-open section still
navigates to the section root page.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* Fix issue where all clicks on a collapsed section header were intercepted, preventing navigation even when tapping the link text. Now only taps in the chevron zone (right-padding area of the link) trigger the toggle.

Wraps the title text in a <span> to mark the text boundary, then uses getBoundingClientRect() to compare the tap's X position against the span's right edge. This is more reliable than checking e.target, which iOS Safari inconsistently reports as the parent <a> for non-interactive child elements.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

---------

Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-08-21 14:01:43 +02:00
Abdon Pijpelink febcaac064 Expand capacity planning guidance (#2642)
* Edits

* Add missing trailing slash
2026-08-21 10:30:21 +02:00
Abdon PijpelinkandClaude Sonnet 4.6 e01b5fb8f4 Fix anchor scroll hiding headings under sticky docs nav (#2647)
Add scroll-padding-top: 100px to html in core.scss so the browser
applies a top offset for all native hash-anchor scrolls (initial page
load, back/forward navigation). Matches the existing DOCS_HEADER_OFFSET
constant used by the JS scroll handler.

Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-08-21 09:26:39 +02:00
kanungle ef1e895edc Merge pull request #2635 from qdrant/minor-demos-update-grammar
Demos Page: Minor grammar changes
2026-08-20 14:22:20 -07:00
kanungle bece11e9b9 Merge pull request #2650 from qdrant/fix-search-api-refs
docs: Remove references to the deprecated search API
2026-08-20 14:20:52 -07:00
kanungle 161d40c6fb Merge pull request #2275 from Goodnight77/fix/sparse-finetuning-article-typos
fix(docs): correct small typos and percentage values
2026-08-20 13:00:28 -07:00
nastyapash 25a6f7491d update cloud-Inference-screenshot image (#2654) 2026-08-20 21:08:12 +02:00
dependabot[bot]andAnush 6083593873 Bump the version-updates group across 1 directory with 3 updates (#2539)
* Bump the version-updates group across 1 directory with 3 updates

Bumps the version-updates group with 3 updates in the / directory: [actions/checkout](https://github.com/actions/checkout), [lycheeverse/lychee-action](https://github.com/lycheeverse/lychee-action) and [stefanzweifel/git-auto-commit-action](https://github.com/stefanzweifel/git-auto-commit-action).


Updates `actions/checkout` from 7.0.0 to 7.0.1
- [Release notes](https://github.com/actions/checkout/releases)
- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)
- [Commits](https://github.com/actions/checkout/compare/9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0...3d3c42e5aac5ba805825da76410c181273ba90b1)

Updates `lycheeverse/lychee-action` from 2.8.0 to 2.9.0
- [Release notes](https://github.com/lycheeverse/lychee-action/releases)
- [Commits](https://github.com/lycheeverse/lychee-action/compare/8646ba30535128ac92d33dfc9133794bfdd9b411...e7477775783ea5526144ba13e8db5eec57747ce8)

Updates `stefanzweifel/git-auto-commit-action` from 7.1.0 to 7.2.0
- [Release notes](https://github.com/stefanzweifel/git-auto-commit-action/releases)
- [Changelog](https://github.com/stefanzweifel/git-auto-commit-action/blob/master/CHANGELOG.md)
- [Commits](https://github.com/stefanzweifel/git-auto-commit-action/compare/04702edda442b2e678b25b537cec683a1493fcb9...4a55954c782fc1ea30b9056cd3e7a2b40ca8887d)

---
updated-dependencies:
- dependency-name: actions/checkout
  dependency-version: 7.0.1
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: version-updates
- dependency-name: lycheeverse/lychee-action
  dependency-version: 2.9.0
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: version-updates
- dependency-name: stefanzweifel/git-auto-commit-action
  dependency-version: 7.2.0
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: version-updates
...

Signed-off-by: dependabot[bot] <support@github.com>

* docs: Fix link

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Anush <mail@anush.sh>
2026-08-20 23:50:40 +05:30
Abdon Pijpelink 90b1c7e5ea Fix typo in diagram (#2653) 2026-08-20 23:27:14 +05:30
dependabot[bot] 3afd29593b Bump golang.org/x/net in /automation/snippets/templates/go (#2471)
Bumps [golang.org/x/net](https://github.com/golang/net) from 0.53.0 to 0.55.0.
- [Commits](https://github.com/golang/net/compare/v0.53.0...v0.55.0)

---
updated-dependencies:
- dependency-name: golang.org/x/net
  dependency-version: 0.55.0
  dependency-type: indirect
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
2026-08-20 23:26:04 +05:30
dependabot[bot] d7abdd091f Bump rustls-webpki in /automation/snippets/templates/rust (#2452)
Bumps [rustls-webpki](https://github.com/rustls/webpki) from 0.103.9 to 0.103.13.
- [Release notes](https://github.com/rustls/webpki/releases)
- [Commits](https://github.com/rustls/webpki/compare/v/0.103.9...v/0.103.13)

---
updated-dependencies:
- dependency-name: rustls-webpki
  dependency-version: 0.103.13
  dependency-type: indirect
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
2026-08-20 23:26:01 +05:30
dependabot[bot] 5e3c050377 Bump idna from 3.11 to 3.15 in /automation/snippets (#2451)
Bumps [idna](https://github.com/kjd/idna) from 3.11 to 3.15.
- [Release notes](https://github.com/kjd/idna/releases)
- [Changelog](https://github.com/kjd/idna/blob/master/HISTORY.md)
- [Commits](https://github.com/kjd/idna/compare/v3.11...v3.15)

---
updated-dependencies:
- dependency-name: idna
  dependency-version: '3.15'
  dependency-type: indirect
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
2026-08-20 23:24:56 +05:30
dependabot[bot] 578e6c8c03 Bump aiohttp in /automation/snippets/templates/python (#2595)
Bumps [aiohttp](https://github.com/aio-libs/aiohttp) from 3.14.1 to 3.14.3.
- [Changelog](https://github.com/aio-libs/aiohttp/blob/master/CHANGES.rst)
- [Commits](https://github.com/aio-libs/aiohttp/compare/v3.14.1...v3.14.3)

---
updated-dependencies:
- dependency-name: aiohttp
  dependency-version: 3.14.3
  dependency-type: indirect
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
2026-08-20 23:24:23 +05:30
dependabot[bot] b2961ffed1 Bump fast-uri from 3.1.2 to 3.1.5 in /qdrant-landing (#2599)
Bumps [fast-uri](https://github.com/fastify/fast-uri) from 3.1.2 to 3.1.5.
- [Release notes](https://github.com/fastify/fast-uri/releases)
- [Commits](https://github.com/fastify/fast-uri/compare/v3.1.2...v3.1.5)

---
updated-dependencies:
- dependency-name: fast-uri
  dependency-version: 3.1.5
  dependency-type: indirect
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
2026-08-20 23:23:52 +05:30
dependabot[bot] d9c9bb3ef1 Bump h2 from 4.3.0 to 4.4.1 in /automation/snippets/templates/python (#2609)
Bumps [h2](https://github.com/python-hyper/h2) from 4.3.0 to 4.4.1.
- [Changelog](https://github.com/python-hyper/h2/blob/master/CHANGELOG.rst)
- [Commits](https://github.com/python-hyper/h2/compare/v4.3.0...v4.4.1)

---
updated-dependencies:
- dependency-name: h2
  dependency-version: 4.4.1
  dependency-type: indirect
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
2026-08-20 23:23:20 +05:30
dependabot[bot] 707431e345 Bump pillow in /automation/snippets/templates/python (#2521)
Bumps [pillow](https://github.com/python-pillow/Pillow) from 12.2.0 to 12.3.0.
- [Release notes](https://github.com/python-pillow/Pillow/releases)
- [Changelog](https://github.com/python-pillow/Pillow/blob/main/CHANGES.rst)
- [Commits](https://github.com/python-pillow/Pillow/compare/12.2.0...12.3.0)

---
updated-dependencies:
- dependency-name: pillow
  dependency-version: 12.3.0
  dependency-type: indirect
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
2026-08-20 23:22:36 +05:30
m-qdrant c8b59fe8a7 Merge pull request #2649 from qdrant/Website-event-date-change
Website-event-date
2026-08-20 11:39:00 -04:00
Tarun Jain c52ac8e1c0 docs: revamp the new cognee API i.e., recall and remember (#2365) 2026-08-20 19:34:21 +05:30
Broda Noel fffa047520 Add explicit limit to hybrid RRF query snippets for all languages (#1978)
The outer query limit defaults to 10 and is easy to confuse with the
per-prefetch limit, so make it explicit across every language snippet
(matching http.md, which already showed it). Also retargets the fix
from the now-renamed hybrid-basic directory to hybrid-rrf.
2026-08-20 16:03:31 +02:00
Anush008 6a2415b023 docs: migrate remnant search API examples to query APIs 2026-08-20 19:21:07 +05:30
AIGC玩家 c6bc8aebcf docs: add torchvision to multimodal search setup (#2404)
Fixes #1875
2026-08-20 15:14:53 +02:00
Maddie Duhon 93775208b2 Website-event-date
Changed date and URL
2026-08-20 08:07:25 -04:00
Kumar ShivenduandClaude Opus 5 eff51a142b Add a customer quote component with customer avatar and logo (#2644)
* Add a customer quote component and apply it to three case studies

Customer quotes in case studies are written four different ways -
`> "quote" - Name, Title`, italic text with an italic attribution line,
quoted sentences buried mid-paragraph, or nothing at all. None of them
produce a visually distinct, attributed quote.

The root cause is that the six existing testimonial partials all read
`.Page.Params`, so they only work on landing pages driven by data files.
A case study written in markdown has no way to reach any of them, and
there was no quote shortcode, so authors fell back to raw markdown.

Add a `quote` shortcode with a matching stylesheet. Only `text` and
`name` carry the quote; `role`, `company`, `avatar`, `logo` and
`featured` are all optional and degrade gracefully.

Apply it to one case study per broken convention:

- bayer:       attribution glued onto the end of the quoted sentence,
               where the hyphen before the name collides with the one
               inside the job title. Converts 3 of 12; the rest are a
               mechanical repeat.
- tripadvisor: quote sat at line 57 of 64. Promoted to the lead quote
               and trimmed to a contiguous excerpt, with an ellipsis
               marking the omitted middle. Moved, not duplicated.
- sprinklr:    quote buried mid-paragraph. No avatar exists for this
               speaker, which exercises the graceful degradation.

The stylesheet nests its descendants so every rule carries two classes
of specificity. The article stylesheet targets bare `blockquote`, `p`
and `figcaption` under `.qdrant-post__content`, which otherwise wins
over a single-class selector and re-applies its own card and margins.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* Convert Bayer's remaining nine quotes to the quote component

Finishes the conversion started in the previous commit: all twelve quotes
in the article now use the shortcode, and no bare blockquotes remain.

All twelve come from the same speaker with an identical attribution
suffix, so this was a mechanical pass. The repeated attribution is worth
a look in review - twelve cards each carrying the same face, name, role
and Bayer logo may be heavier than it needs to be when the speaker never
changes.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* Slim the repeated attributions in the Bayer case study

Every quote in the article is from the same speaker, so twelve cards each
carrying the same face and Bayer logo was heavier than it needed to be.

The lead quote keeps the full treatment. The other eleven keep name and
role, which still identifies the speaker for a reader who lands partway
down the page, but drops the repeated avatar and logo.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* Add the Sprinklr logo to the Sprinklr quote

Fills the empty right-hand side of the card. No headshot exists for this
speaker yet, so the avatar slot stays empty until one is supplied.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* Restore both customer quotes to their published wording

The Tripadvisor quote had a sentence cut out of it and replaced with an
ellipsis, and the Sprinklr quote had its trailing comma changed to a
period once it stood on its own. Neither was ours to decide. Both now
match the published text exactly.

Audited all 14 quotes on this branch against master, comparing words and
punctuation. The twelve Bayer quotes were already verbatim.

Two changes to attribution remain, since they are formatting rather than
the speaker's words, but are worth a look in review:

- Bayer's title renders as "Senior Director AI/ML, Precision Medicine &
  Insights" instead of the original hyphen, which was what collided with
  the dash before his name.
- Tripadvisor's attribution used to link to Rahul Todkar's LinkedIn. The
  component has no link support, so that link is now only in the body.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* Drop the trailing comma from the Sprinklr quote

The comma joined the quotation to "explains Sonavane" in the original
sentence. Standing on its own in a block, it reads as an unfinished
sentence, so the quote ends in a period.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* Restore the two attribution details lost in the conversion

Add a `name_url` param so a speaker's name can link to their profile, and
use it to restore the link to Rahul Todkar's LinkedIn that the original
Tripadvisor attribution carried.

Put back the hyphen inside Hooman Sedghamiz's job title. It was changed
to a comma because the original line ran two hyphens together - one
separating the quote from the speaker, one inside the title itself - and
they were indistinguishable. The component gives the speaker its own row,
so the first hyphen is gone and the one in the title reads clearly again.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* Lift the remaining standalone Sprinklr quotes into the component

Four more were buried in prose: one closing a paragraph, one opening
another, one mid-paragraph, and one sitting as its own line. All are now
quote cards, and the logo moved to whichever card comes first on the page.

Words are verbatim. The only change is the trailing comma that joined each
quote to "says Sonavane", which belongs to our sentence rather than to the
speaker and goes with it.

Three quotes inside the "Why Qdrant?" bullet list are deliberately left
alone - lifting those would restructure the list, which is a layout call.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* Put the "key challenge" quote back into the prose

It states the problem Sprinklr had, not anything about Qdrant, so on its
own in a card it reads as context-free. It did its job as the setup
sentence it was written to be. Restored exactly as published, original
comma included.

Sprinklr keeps the four quotes that stand on their own.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* Reformat the benchmark code block in the Sprinklr case study

Every record was split across two lines with a blank line between them and
nothing was indented, so the block rendered as a wall of fragments. Each
record is now one indented line.

The fence was tagged json while the contents are Python - a `data = [...]`
assignment with single-quoted keys - so nothing was highlighted. Corrected
to python.

The records were parsed and re-emitted rather than retyped, and the values
were compared before and after, so the data is unchanged.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* Stop repeating the company name next to its logo

A card showing the Bayer logo read "Senior Director AI/ML - Precision
Medicine & Insights, Bayer" right beside it. The logo already says which
company it is.

The name is hidden with CSS rather than dropped from the template, because
the logo is hidden below the md breakpoint and the company name has to
carry that job again on narrow screens.

Cards with no logo are unchanged and still name the company.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* Give the two strongest Bayer quotes the visual weight

All twelve quotes stay as cards. The article was written with twelve pull
quotes and that structure is the author's, not ours to rewrite. What
changes is which ones carry the face and logo, and where two of them sit.

The omnimodal quote becomes the lead. It is the strongest thing in the
piece - a senior director at a 116,000 person company saying vector
databases outgrew RAG, and that "no one had" an omnimodal search engine
until this one. We could not make that claim ourselves.

The 20% efficiency quote gains the face and logo where it already sits. It
is the only quantified outcome spoken rather than reported, and a number
is worth more in the customer's voice than in ours.

The grounding quote that used to lead moves into the agents section, after
the paragraph introducing deep agents - "if you remove the search from the
agent" is what that section is about. It becomes a light card.

Also restores the blank line after seven cards that were glued to the
paragraph following them.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* Highlight the grounding quote instead of the 20% one

"20% efficiency" has no denominator - efficiency of what, measured how -
and it ends on "it wouldn't be possible without the components", which
does not say which components. It stays as a card, just not a highlighted
one.

The grounding quote takes the second face and logo. "If you remove the
search from the agent, the results go back to two years ago" is the most
concrete line in the piece, and it complements the lead rather than
repeating it: one says what Qdrant became, the other what breaks without
it.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* Set the lead quote at the same size as the others

The lead quote was 24px against 20px elsewhere, which made Tripadvisor's
long quote a wall of text. Position, the face and the logo already mark it
out. Drops the mobile override that only existed to scale the 24px back
down.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* Apply the designer's type settings to the quote text

font-size 1.125rem, line-height 1.65rem, margin-bottom 1.5rem.

The margin needed the rule nested a level deeper to take effect. The
article stylesheet sets `blockquote p:last-child { margin-bottom: 0 }`,
which outranked the flat selector, so the spacing was being dropped.

Removes the narrow-screen override, which set the same 18px the designer
asked for and differed only in line-height.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

---------

Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
2026-08-20 15:24:31 +05:30
kanungle 352a51ecb4 Merge pull request #2639 from qdrant/remove-elastic-bm25
replace elastic reference with qdrant bm25
2026-08-19 12:15:11 -07:00
kanungleandAbdon Pijpelink 9fb5db3f33 Update qdrant-landing/content/articles/sparse-vectors.md
Co-authored-by: Abdon Pijpelink <abdon.pijpelink@qdrant.com>
2026-08-19 12:09:02 -07:00
Abdon Pijpelink d39c20aaa5 Link to Service Status page from Support page (#2567) 2026-08-19 14:37:52 +02:00
Abdon PijpelinkandClaude Sonnet 5 871731c0f4 Make documentation CTAs configurable (#2562)
* Make docs CTAs configurable

* Add custom CTAs to manage data and search docs pages

* Replace "card" with "payment" in collections page CTA

Qdrant Cloud also supports marketplace payments, not just card payments.

Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>

---------

Co-authored-by: Claude Sonnet 5 <noreply@anthropic.com>
2026-08-19 14:31:45 +02:00
Bastian Hofmann 6dcce8355f Merge pull request #2641 from qdrant/chore/bashofmann/cleanup-rbac-docs
Remove early access note from cloud rbac docs
2026-08-19 12:59:53 +01:00
Bastian Hofmann a7829a10e7 Remove more occurances 2026-08-19 13:53:50 +02:00
Bastian Hofmann 0cbe66e2a2 Remove early access note from cloud rbac docs 2026-08-19 13:50:50 +02:00
István Zoltán Szabó 067b5f14a6 Merge pull request #2640 from qdrant/revert-json-config
Revert accidental jsconfig edit
2026-08-19 10:03:48 +02:00
István Zoltán Szabó c8bb396f13 Revert accidental jsconfig edit. 2026-08-19 08:58:44 +02:00
kanungle 5c4016071e replace elastic reference with qdrant bm25 2026-08-18 11:44:37 -07:00
kanungle 90c13f0a0f Merge pull request #2622 from qdrant/clelia/fix-snippets-ci
fix: generated md syntax check to avoid broken code
2026-08-18 11:38:32 -07:00
kanungle ac94018724 Merge pull request #2580 from qdrant/dedicated-service
Dedicated service
2026-08-18 11:22:05 -07:00
Dylan Couzon d5bdd26000 Merge pull request #2630 from qdrant/fix-rescore-memory-tiers
Fix rescore placement in memory tiers quantization section
2026-08-18 10:07:15 -04:00
Kumar ShivenduandClaude Opus 5 0218211790 Clarify shard_number semantics in multitenancy article (#2638)
Under custom sharding, shard_number is the number of physical shards
per shard key, not the number of shard keys. The example used
shard_number=2 alongside two create_shard_key calls, which reads as if
the value had to match the number of keys.

Set it to 1, matching the canonical create-collection/with-custom-sharding
snippet, and note what the parameter actually controls.

Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
2026-08-18 16:21:40 +05:30
István Zoltán Szabó 4c3369520e Merge pull request #2602 from qdrant/clarify-rebalancing
Clarify automatic shard rebalancing
2026-08-17 10:23:28 +02:00
István Zoltán Szabó 2c314f3aa4 Merge branch 'master' into clarify-rebalancing 2026-08-17 10:13:02 +02:00
Dylan Couzon bd9ec0b223 Align Go, C#, and Java snippet booleans with their descriptions (#2633) 2026-08-15 17:15:07 +05:30
kanungle 0b28d0b3fd minor grammar changes 2026-08-14 14:22:07 -07:00
kanungle 395ca203df Merge pull request #2518 from qdrant/new-demos-page
New demos page
2026-08-14 14:16:49 -07:00
Dylan CouzonandClaude Opus 5 01f3754033 Fix rescore placement in memory tiers quantization section
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
2026-08-14 14:51:22 -04:00
daniel-azoulai 950921252b Merge pull request #2616 from qdrant/case-study-minima
case-study-minima
2026-08-14 08:05:15 -07:00
kanungle 87e5ac8a19 update page hero description 2026-08-13 21:45:19 -07:00
daniel-azoulaiandClaude Opus 5 2f0c094f14 Fill in Minima implementation details and align title on 2.92x
Sergii Kozyrev supplied the encoding stack: CPU-only FastEmbed on ONNX
Runtime with all-MiniLM-L6-v2, qdrant/bm25, and answerai-colbert-small-v1,
so no GPU did encoding work and the RTX PRO 6000 was dedicated to Qwen.

Also corrects the accounting sentence per Sergii: latency and throughput
were measured end to end including encoding and retrieval; only the
GPU-hour and GPU-cost figures are limited to the inference GPU.

Title moves to 2.92x with his agreement. 2.78x stays in the body as the
raw-capacity result.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-08-13 21:41:12 -07:00
kanungle 0981827b51 update demo links 2026-08-13 21:37:15 -07:00
daniel-azoulai a745d9708c Merge pull request #2627 from qdrant/case-study-bayer
Update case-study-bayer.md
2026-08-13 10:35:39 -07:00
daniel-azoulai 9da96258aa Update case-study-bayer.md 2026-08-13 10:31:23 -07:00
daniel-azoulaiandClaude Opus 5 04c885c715 Update Minima case study date to August 13, 2026
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-08-13 10:23:08 -07:00