Every category where a model named Confluent Cloud 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.

Category	Function	Share	Rank	Negative rate	Labels	Quadrant
Streaming platforms	Data platform	32%	1 of 78	16%	50	endorsed leader
ETL and ELT	Data platform	0%	30 of 66	0%	1	under 10 labels · led by Airbyte at 32%

Movement

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

By model

How each model treated Confluent Cloud across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.

Model	First choice	Alternative	Mention	Negative	Labels
Claude Haiku 4.5	0	0	0	1	1
GPT-5.4 mini	2	0	1	1	4
Gemini 3.5 Flash	3	2	0	1	6
Perplexity Sonar	2	1	1	0	4
Grok 4.1 Fast	3	1	1	1	6
Mistral Small	0	3	1	0	4
DeepSeek V4 Flash	1	3	0	2	6
Llama 4 Maverick	1	1	0	0	2
Qwen 3.7 Flash	2	2	0	1	5
Kimi K2	2	1	1	0	4
GLM 4.7 FlashX	2	1	1	1	5
MiniMax M2.5	2	0	2	0	4

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

Direct29 labels15

Paraphrase36 labels28

Comparative28 labels8not counted in share

Budget-constrained16 labels1

Scale-constrained29 labels9

Negative20 labels6not counted in share

First choiceAlternativeMentionNegative158 labels in all, every segment counted; 53 of the 67 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.

“1. Confluent Cloud: A fully managed Apache Kafka service that provides a serverless Kafka engine, automatic scaling, and cost-efficient clusters.” Llama 4 Maverick · Streaming · paraphrase prompt · first choice

“starting with a fully managed SaaS version of a major stack (like AWS MSK or Confluent) to lower the barrier to entry” Qwen 3.7 Flash · Streaming · scale prompt · first choice

“the safer options are typically Amazon MSK, Aiven for Apache Kafka, Confluent Cloud, or self-managed Apache Kafka” Perplexity Sonar · Streaming · negative prompt · first choice

“Choose Confluent / Kafka if you are an enterprise building a broad, mission-critical real-time data architecture” Gemini 3.5 Flash · Streaming · comparative prompt · first choice

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.

“Vendor self-managed (Confluent Platform) adds enterprise features but licenses run roughly $50K–$500K+/year plus per-environment fees.” DeepSeek V4 Flash · Streaming · scale prompt · soft negative

“Be Cautious: Confluent Cloud (or other managed Kafka platforms with aggressive upsells)” DeepSeek V4 Flash · Streaming · negative prompt · soft negative

“Unlike the complex consumption-based pricing of Confluent” Gemini 3.5 Flash · Streaming · direct prompt · soft negative

“Confluent Cloud are convenient, but can get expensive” GPT-5.4 mini · Streaming · budget prompt · soft negative

Named alongside

The products named in the same answers as Confluent Cloud, over the 156 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Confluent Cloud was named but was not.

ProductSame answerTook the first choice insteadHead to head

Redpanda115 of 15623Compare →

Apache Kafka95 of 15622Compare →

Amazon MSK92 of 1563Not in the top three

Amazon Kinesis Data Streams80 of 1564Not in the top three

Google Cloud Pub/Sub67 of 1562Not in the top three

Azure Event Hubs65 of 1562Not in the top three

Apache Pulsar61 of 1561Not in the top three

Aiven for Apache Kafka51 of 1566Not in the top three

RabbitMQ18 of 1560Not in the top three

WarpStream17 of 1560Not in the top three

A head-to-head page exists where both products are in a category's top three. 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 Confluent Cloud. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 123 of the 156 answers that named Confluent Cloud and are not a share of its labels.

Domains cited

confluent.ioYour site70

guideflow.com59

automq.com55

devopsschool.com50

redpanda.com40

gartner.com39

cotocus.com37

instaclustr.com29

risingwave.com28

modern-datatools.com26

363 of the 433 domain citations in answers naming Confluent Cloud came from somebody else's page.

Pages cited

guideflow.com/blog/event-streaming-software58

devopsschool.com/blog/top-10-event-streaming-platforms-features-pros-cons-comparison42

gartner.com/reviews/market/event-stream-processing39

cotocus.com/blog/top-10-event-streaming-platforms-features-pros-cons-comparison35

automq.com/blog/top-10-event-streaming-platforms-confluent-msk-redpanda-alternatives29

devopsschool.com/blog/top-10-event-streaming-platforms-tools-in-2025-features-pros-cons-co22

gravitee.io/blog/best-event-streaming-solutions22

instaclustr.com/education/apache-kafka/best-managed-apache-kafka-tools-top-5-services-in-222

Pages are listed as the models cited them.

Names read as Confluent Cloud

What the judge wrote, as written, with how often. The vendor table decides that these count as Confluent Cloud; a claim can dispute any of them.

Confluent 11Confluent Platform 2Apache Kafka & Confluent (IBM) 1Confluent Cloud (IBM) 1Confluent Platform (and Confluent Cloud) 1

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 Confluent Cloud'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 Confluent Cloud, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at confluent.io is approved on the spot, any other address is reviewed by hand.

Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.