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Index › Products › Decentriq · October 2026 Edition
1 category · Ranked

Decentriq

87Judge labels
6First choices
10Negative labels
12 / 14Models named it
1Category
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10-05.2, every buyer segment counted.
Best standing
7% in Data clean rooms for enterprise buyers
Rank 7 of 100 in the mid-market standingaccepted challenger
0 of 14 models made it the first choice on the direct prompt; 11% of its 28 labels there were negative.
What the models named instead of Decentriq →
By buyer segmentRead the same way at every buyer size.
In data clean rooms · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading

Standing by category

Every category where a model named Decentriq for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.
CategoryFunctionShareRankNegative rateLabelsQuadrantSince September 2026
Data clean roomsGTM data and infrastructure3%7 of 10011%28accepted challenger

Movement

This is the first edition on this tier, so no move can be computed for Decentriq yet. From the next edition this section shows, per buyer segment and per category, whether its share moved by more than the measured noise floor.

By model

How each model treated Decentriq across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
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ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.500202
GPT-5.4 mini00000
Gemini 3.5 Flash01124
Perplexity Sonar01012
Grok 4.2003104
Mistral Small01001
DeepSeek V4 Flash11103
Llama 4 Maverick01304
Qwen 3.7 Flash00101
Kimi K200101
GLM 4.7 FlashX00101
MiniMax M2.510001
GPT-6 Luna00000
Muse Glimmer 30B11204

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.
FramingLabels by classFirst choices
Direct21 labels1
Paraphrase11 labels2
Comparative19 labels1not counted in share
Budget-constrained10 labels3
Scale-constrained18 labelsNone
Negative8 labels1not counted in share
First choiceAlternativeMentionNegative87 labels in all, every segment counted; 6 of the 8 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

Verbatim evidence the judge attached to positive labels.

“neutral, pure-play DCR vendors with hardware-backed privacy ... These include: Decentriq (confidential computing/hardware-backed)” DeepSeek V4 Flash · Data clean rooms · negative prompt · first choice
“Optable or Decentriq are commonly cited data clean room options” Muse Glimmer 30B · Data clean rooms · paraphrase prompt · first choice
“I'd suggest starting with either Decentriq or InfoSum” MiniMax M2.5 · Data clean rooms · paraphrase prompt · first choice
“Security-first vendors like Decentriq trade network scale for hardware-enforced confidentiality, which matters for regulated industries.” Muse Glimmer 30B · Data clean rooms · comparative prompt · alternative

And against it

Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.

“positioned more for regulated or security-heavy use cases, which usually makes it less budget-oriented” Perplexity Sonar · Data clean rooms · budget prompt · soft negative
“these enterprise-grade platforms are almost always a classic case of over-engineering” Gemini 3.5 Flash · Data clean rooms · direct prompt · soft negative
“like LiveRamp (Habu), InfoSum, or Decentriq is rarely feasible” Gemini 3.5 Flash · Data clean rooms · budget prompt · soft negative

Named alongside

The products named in the same answers as Decentriq, over the 87 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Decentriq was named but was not.
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ProductSame answerTook the first choice insteadHead to head
LiveRamp Clean Room59 of 872Not among the top eight
Meta Advanced Analytics14 of 870Not among the top eight
Crossbeam10 of 878Not among the top eight
A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named Decentriq. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 86 of the 87 answers that named Decentriq and are not a share of its labels.

Domains cited

decentriq.comYour site79
guideflow.com50
liveramp.com41
digitalapplied.com40
gartner.com33
g2.com29
us.fitgap.com26
dataknobs.com25
funnel.io25
aws.amazon.com24

293 of the 372 domain citations in answers naming Decentriq came from somebody else's page.

Pages cited

Pages are listed as the models cited them.

Search and answers

decentriq.com ranks 2 on Google for the category's searches. In the answers, Decentriq takes 3% of first choices and Snowflake Data Clean Rooms takes 19%.
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In search

Google, US estimates
Position for “data clean room”
–
not in the top ten
Position for “best data clean room”
2
Searches for its name, Google
170 a month (“decentriq”)
AI search demand for its name, est.
1 a month
Organic visits to its site
about 911 a month
Searches its site ranks for
349 · 44 in the top three
Sites linking to it
1,024
Paid Google search
No ads found in the estimate; that does not mean it runs none
Ads on Google
None found in Google's ad transparency records for the US

In answers

This edition
Share of first choices
3%
rank 7 of 100 in data clean rooms
Segment leader
19%
Snowflake Data Clean Rooms
First choices
6 across its categories
Named in
87 answers
Its own site cited
in 86 of the answers that named it

Search figures are US estimates from DataForSEO, read October 5, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.

What it publishes

ShowHide
Addresses on decentriq.com
205
subdomains included
Content
163
counted in the table below
Documentation
0
Product · Integration
5 · 0
KindPagesLast 90 days2025-10 to 2026-09LatestCategories named
Blog11252026-08-11DMP, CRM
Podcast or video17undated
Comparison1502026-06-12CDP
Case study10undated
Glossary or explainer602026-06-11
Webinar or virtual event2undated
News or press1undated
How it is countedHide how it is counted

Every page decentriq.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.

Follow Decentriq

An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.

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Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Decentriq's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Decentriq, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

What a new claim receivesHide what a new claim receives

A new claim receives the current edition's vendor brief for Decentriq by email, built from the raw record of the edition. It shows:

  • where Decentriq is named, by buyer and by framing, and which cells hold its first choices;
  • the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
  • its vocabulary against the segment leader's, and the pages the models cited;
  • who was chosen in the answers that did not name Decentriq, and every reason the record gives;
  • a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
  • one page of published figures cleared to show a buyer.
The subscriber app

A verification link goes to your work email; an address at decentriq.com is approved on the spot, any other is reviewed by hand. Your email is never published. Claiming gives no say over labels, shares, verdicts or which quotes appear.