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IT AI Index
Index › Products › WarpStream · October 2026 Edition
2 categories · Named, not ranked

WarpStream

18Judge labels
3First choices
0Negative labels
7 / 14Models named it
2Categories
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.8, every buyer segment counted.
Standing
8 labels, too few to rank
A product needs 10 labels in a category before a share or quadrant is stated. WarpStream was named 8 times in Streaming and 1 other category, where Confluent Cloud led with 39%. The labels and the evidence are below, counted exactly.
By buyer segmentRead the same way at every buyer size.
In streaming · 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 WarpStream 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
Streaming platformsData platform2%11 of 980%7under 10 labels · led by Confluent Cloud at 39%▼−2Since September 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
Telemetry pipelinesIT operations and endpoint0%75 of 1240%1under 10 labels · led by OpenTelemetry Collector at 37%

Movement

Since September 2026, WarpStream held within the floor in all two categories: no change cleared 11 points.

Best category · Streaming · by segment

Small business▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
2%from 0% in September 2026
Inside the floor by 9 pointsRank 19 → 17 of 84
Mid-market▼−2Since September 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
2%from 4% in September 2026
Inside the floor by 9 pointsRank 7 → 10 of 94
Enterprise▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
2%from 0% in September 2026
Inside the floor by 9 pointsRank 15 → 7 of 64

All categories · Mid-market

CategorySeptember 2026NowChangeReadingRank
Streaming4%2%▼−2Since September 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Within noiseRank 7 → 11 of 98
Telemetry pipelines0%0%newNew since September 2026: not ranked then, 0% now.New this editionRank 75 of 124, unchanged

Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.

The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions

By model

How each model treated WarpStream 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 4.500000
GPT-5.4 mini00000
Gemini 3.5 Flash14005
Perplexity Sonar00000
Grok 4.2000000
Mistral Small00000
DeepSeek V4 Flash00101
Llama 4 Maverick01001
Qwen 3.7 Flash00000
Kimi K201001
GLM 4.7 FlashX00000
MiniMax M2.500000
GPT-6 Luna00000
Muse Glimmer 30B00000

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
Direct3 labelsNone
Paraphrase3 labels1
Comparative5 labelsNone
Budget-constrained3 labels2
Scale-constrained3 labelsNone
Negative1 labelNone
First choiceAlternativeMentionNegative18 labels in all, every segment counted; 3 of the 3 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.

“WarpStream (Best for Cloud & Medium-to-High Volume)... slashes infrastructure bills by up to 70% to 80%” Gemini 3.5 Flash · Streaming · budget prompt · first choice
“A diskless, brokerless Kafka alternative built entirely on top of S3/object storage. Eliminates expensive cross-AZ networking fees.” Gemini 3.5 Flash · Streaming · paraphrase prompt · alternative
“Choose WarpStream or AutoMQ if: Your primary bottleneck is your cloud bill.” Gemini 3.5 Flash · Streaming · comparative prompt · alternative
“WarpStream is excellent if you want to run it cheap in your own VPC.” Gemini 3.5 Flash · Streaming · scale 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.

No model argued against it.

Named alongside

The products named in the same answers as WarpStream, over the 18 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and WarpStream was named but was not.
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ProductSame answerTook the first choice insteadHead to head
Confluent Cloud15 of 186Not among the top eight
Redpanda15 of 183Not among the top eight
Apache Kafka13 of 184Not among the top eight
Amazon MSK10 of 180Not among the top eight
Google Cloud Pub/Sub8 of 180Not among the top eight
Amazon Kinesis Data Streams7 of 180Not among the top eight
Azure Event Hubs7 of 180Not among the top eight
Aiven for Apache Kafka6 of 180Not among the top eight
Apache Pulsar6 of 180Not among the top eight
Cvent3 of 180Not 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 WarpStream. 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 18 of the 18 answers that named WarpStream and are not a share of its labels.

Domains cited

redpanda.com11
automq.com9
conduktor.io8
confluent.io8
warpstream.comYour site8
tinybird.co7
devopsschool.com6
estuary.dev6
medium.com6
reddit.com6

Sixty-seven of the seventy-five domain citations in answers naming WarpStream came from somebody else's page.

Pages cited

Pages are listed as the models cited them.

Search and answers

warpstream.com is not in Google's top ten for any of the category's searches. In the answers, WarpStream takes 2% of first choices and Confluent Cloud takes 39%.
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In search

Google, US estimates
Position for “event streaming platform”
–
not in the top ten
Position for “event streaming platforms”
–
not in the top ten
Searches for its name, Google
880 a month (“warpstream”)
AI search demand for its name, est.
26 a month
Organic visits to its site
about 463 a month
Searches its site ranks for
157 · 15 in the top three
Sites linking to it
559
Paid Google search
1 searches its ads show for, about 8 clicks and $191 a month (estimate)
Ads on GoogleDetailLess
70 ads · 48 video, 22 text · 40 shown in the last 30 days

First shown July 2024, as Confluent, Inc., verified. Ads started 2025-10 to 2026-09: 32 in the year, 38 before.

On Google's pages: 1 2 3 4

In answers

This edition
Share of first choices
2%
rank 11 of 98 in streaming
Segment leader
39%
Confluent Cloud
First choices
3 across its categories
Named in
18 answers
Its own site cited
in 18 of the answers that named it

Search figures are US estimates from DataForSEO, read September 28, 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

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Addresses on warpstream.com
337
subdomains included
Content
72
counted in the table below
Documentation
237
Product · Integration
0 · 0
KindPagesLast 90 days2025-10 to 2026-09LatestCategories named
Blog68612026-09-22Object storage
Case study222026-09-01
Comparison2undated
How it is countedHide how it is counted

Every page warpstream.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. Read September 29, 2026.

Names read as WarpStream

What the judge wrote, as written, with how often. The vendor table decides that these count as WarpStream; a claim can dispute any of them.
WarpStream (BYOC) 1

Follow WarpStream

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.

Already following? Everything you follow, with a stop for each.

The company

WarpStream is its own company.
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In its own words

Stated by the vendor, not checked
Positioning
The original diskless, Apache Kafka®-compatible data streaming platform, built directly on top of object storage.
For
Developers
Price stated
Free tier available with paid plans warpstream.com
Starting price
0 warpstream.com
Free plan or trial
Free tier available warpstream.com
Integrations claimed
100 warpstream.com/pricing
Certifications
SOC 2 CertificationSOC 2 Type I and Type II compliantSOC 2 compliant
Customers named
Character.AIGoldskyGrafana LabsShareChatCursorRobinhoodSuperwallEternal
Not stated on the pages read
Hosting

What WarpStream's own pages state, read September 28, 2026: warpstream.com, warpstream.com/pricing, warpstream.com/customers, warpstream.com/integrations. A claimed page can correct any of them.

Is this your product?

Claim this page

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 WarpStream'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 WarpStream, 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 WarpStream by email, built from the raw record of the edition. It shows:

  • where WarpStream 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 WarpStream, 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 warpstream.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.