Index › Data platform › September 2026 Edition

Streaming platforms

Asked as “event streaming platform”, and as “managed Kafka or streaming service”, on behalf of a mid-market B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.

Standing

Confluent Cloud

Contested

32% of first choices, contested.

ShowinginAll 67 categories →

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.

Small business

Redpanda30%ContestedStanding →Mid-market

Confluent Cloud32%ContestedThis page Enterprise

Confluent Cloud60%Clear leaderStanding →

01The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a mid-market B2B company. Ordered by share.

ProductFirst-choice shareNegative rateLabelsQuadrant

Confluent Cloud16%50endorsed leader

Redpanda9%57accepted challenger

Apache Kafka29%51criticized challenger

Amazon MSK18%33accepted challenger

Aiven for Apache Kafka0%27accepted challenger

WarpStream27%11criticized challenger

Amazon Kinesis Data Streams25%36criticized challenger

Azure Event Hubs19%27accepted challenger

Apache Pulsar27%37criticized challenger

Show the two products at 0%, ordered by negative rate

RabbitMQ42%12criticized challenger

Google Cloud Pub/Sub19%27accepted challenger

Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.

Head to head

Confluent Cloud vs Redpanda Confluent Cloud vs Apache Kafka Redpanda vs Apache Kafka

Recommended versus criticized

Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.

Criticized challengerCriticized default

Negative label rate →

Accepted challengerEndorsed leader

0%First-choice share → · lines at 30% share and 25% negative50%

Key

Confluent Cloud32%

Redpanda17%

Apache Kafka17%

Amazon MSK6%

Aiven for Apache Kafka4%

WarpStream4%

Amazon Kinesis Data Streams2%

Azure Event Hubs2%

Apache Pulsar2%

Google Cloud Pub/Sub0%

RabbitMQ0%

02What they warned about

Three of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2 and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.

Apache Kafka

29%

15 of 51 labels negative · 10 of 12 models · 1 hard negative

“Deprecated, being removed ... Kafka 4.0 (2025) removed ZooKeeper entirely.” Kimi K2, negative prompt

Amazon Kinesis Data Streams

25%

9 of 36 labels negative · 7 of 12 models · 1 hard negative

“Don't force Kinesis or low-tier managed queues.” DeepSeek V4 Flash, negative prompt

Apache Pulsar

27%

10 of 37 labels negative · 7 of 12 models · 1 hard negative

“Unless you are a massive enterprise with strict multi-tenancy needs, steer clear of self-hosting Pulsar.” Gemini 3.5 Flash, negative prompt

Confluent Cloud

16%

8 of 50 labels negative · 7 of 12 models

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

03What they cite

Citations exist only for the models that return a source list: twelve of the twelve in this edition, and all six flagship models on the expanded tier.

Sites the answers cite

63 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 6 of those lists are Google grounding redirects that name no site and are left out of the counts. 770 links across 230 sites, every framing counted. Ranked by the number of answers carrying the site or page.

guideflow.com

vendor site · Guideflow24 answers · 25 citations · 10 models

confluent.io

21 answers · 45 citations · 6 models

automq.com

vendor site · AutoMQ21 answers · 33 citations · 10 models

cotocus.com

21 answers · 23 citations · 9 models

devopsschool.com

18 answers · 20 citations · 8 models

redpanda.com

vendor site · Redpanda16 answers · 23 citations · 6 models

gartner.com

13 answers · 15 citations · 7 models

instaclustr.com

vendor site · Instaclustr11 answers · 29 citations · 9 models

blobstreaming.org

11 answers · 11 citations · 7 models

dacast.com

vendor site · Dacast10 answers · 15 citations · 5 models

bestdevops.com

10 answers · 11 citations · 8 models

tinybird.co

10 answers · 11 citations · 8 models

Pages the answers cite

The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.

guideflow.com/blog/event-streaming-software

22 answers · 10 models

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

20 answers · 9 models

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

16 answers · 8 models

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

13 answers · 7 models

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

13 answers · 7 models

blobstreaming.org/notes/event-streaming-platforms-2026

11 answers · 7 models

bestdevops.com/top-10-event-streaming-platforms-tools-in-2025-features-pros…

9 answers · 7 models

instaclustr.com/education/apache-kafka/best-managed-apache-kafka-tools-top-…

9 answers · 8 models

tinybird.co/blog/apache-kafka-alternatives

9 answers · 8 models

eltherion.com/blog/event-streaming-architecture-kafka-kinesis-pulsar

8 answers · 5 models

04How they answered

Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.

ModelDirect“What is the best event streaming platform for a mid-market B2B company?”Paraphrase“Which managed Kafka or streaming service would you recommend to a mid-sized B2B company?”Comparative“What are the top event streaming platforms and how do they differ?”Budget-constrained“What is the best event streaming platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an event streaming platform. What should we look at?”Negative“Which event streaming platforms should I avoid or be cautious about?”

Claude Haiku 4.5Goldcast

Two alternatives

Bizzabo, Hubilo

Aiven for Apache KafkaChanged

One alternative

Amazon MSK

against: Confluent CloudYouTube

Six alternatives

Brightcove, Kaltura, Kick, Twitch, VIDIZMO EnterpriseTube, Vimeo

Apache Kafka

Five alternatives

Amazon Kinesis Data Streams, Azure Event Hubs, Google Cloud Pub/Sub, RabbitMQ, Redis Streams

no first choicenothing named

GPT-5.4 miniConfluent Cloud

Two alternatives

Amazon MSK, Redpanda

Confluent CloudHeld

Two alternatives

Amazon MSK, Google Cloud Pub/Sub

Apache Kafka

Three alternatives

Amazon Kinesis Data Streams, Apache Pulsar, Redpanda

Apache Kafka

Five alternatives

Amazon Kinesis Data Streams, Azure Event Hubs, Google Cloud Pub/Sub, RabbitMQ, Redpanda

against: Confluent Cloudno first choiceagainst: Apache Kafka, Redpanda

Gemini 3.5 FlashGoldcast, Redpanda

Five alternatives

Aiven for Apache Kafka, Demio, Livestorm, Sequel.io, WarpStream

against: Amazon MSK, Confluent CloudAiven for Apache KafkaChanged

Three alternatives

Confluent Cloud, Redpanda, WarpStream

against: Amazon MSKApache Kafka, Confluent Cloud

Six alternatives

Amazon Kinesis Data Streams, Apache Pulsar, Azure Event Hubs, Google Cloud Pub/Sub, Redpanda, WarpStream

Redpanda, WarpStream

Two alternatives

AutoMQ, NATS JetStream

against: Amazon MSK, Apache KafkaConfluent Cloud, Redpanda

One alternative

WarpStream

against: Amazon MSK, Apache Kafkaagainst: ActiveMQ, Amazon Kinesis Data Streams, Apache Kafka, Apache Pulsar, Apache Samza, Apache Storm, RabbitMQ, Redis Pub/Sub, Redis Streams

Perplexity SonarGoldcast

Four alternatives

Aiven for Apache Kafka, Bizzabo, Confluent Cloud, Redpanda

Confluent CloudChanged

Three alternatives

Aiven for Apache Kafka, Amazon MSK, Instaclustr for Apache Kafka

against: Raff Managed KafkaApache Kafka

Six alternatives

Amazon Kinesis Data Streams, Apache Flink, Apache Pulsar, Azure Event Hubs, Google Cloud Pub/Sub, Redpanda

Apache Kafka

Three alternatives

Amazon Kinesis Data Streams, Google Cloud Pub/Sub, Redpanda

no first choiceagainst: Apache Kafka, Apache Pulsar, Azure Event Hubs, Google Cloud Pub/Sub, NATS JetStream, Redpanda, WarpStream

Grok 4.1 FastConfluent Cloud

Three alternatives

Aiven for Apache Kafka, Amazon MSK, Redpanda

against: Apache KafkaConfluent CloudHeld

Three alternatives

Aiven for Apache Kafka, Amazon MSK, Redpanda

against: UpstashApache Kafka

Five alternatives

Amazon Kinesis Data Streams, Apache Pulsar, Azure Event Hubs, Google Cloud Pub/Sub, Redpanda

Apache Kafka, Redpandaagainst: Amazon Kinesis Data Streams, Amazon MSK, Confluent CloudConfluent Cloud

Two alternatives

Amazon Kinesis Data Streams, Apache Kafka

against: Apache Pulsar, Redpandaagainst: Amazon Kinesis Data Streams, Apache Pulsar, Azure Event Hubs, Google Cloud Pub/Sub, RabbitMQ

Mistral SmallDacast

Three alternatives

Aiven for Apache Kafka, Bizzabo, Redpanda

DoubleCloud Managed Service for Apache Kafka, UpstashChanged

Two alternatives

Confluent Cloud, Redpanda

Apache Kafka

Five alternatives

Amazon Kinesis Data Streams, Apache Pulsar, Confluent Cloud, Google Cloud Pub/Sub, Redpanda

Apache Kafka, Redpanda

Two alternatives

Confluent Cloud, OBS Studio

no first choiceagainst: Amazon Kinesis Data Streams, Apache Kafka

DeepSeek V4 FlashRedpanda

Four alternatives

Amazon MSK, Confluent Cloud, Dacast, GoTo Webinar

against: Apache Kafka, Apache PulsarAmazon MSK, Confluent CloudChanged

Two alternatives

Aiven for Apache Kafka, Redpanda

against: Amazon Kinesis Data StreamsApache Kafka

Seven alternatives

Amazon Kinesis Data Streams, Amazon MSK, Apache Pulsar, Azure Event Hubs, Confluent Cloud, Google Cloud Pub/Sub, Redpanda

WarpStream

Six alternatives

Aiven for Apache Kafka, Apache Kafka, RabbitMQ, Redpanda, StreamYard, YouTube Live

against: Amazon MSKApache Kafka

Seven alternatives

Amazon Kinesis Data Streams, Apache Pulsar, Azure Event Hubs, Confluent Cloud, Google Cloud Pub/Sub, Redpanda, WarpStream

against: Confluent Cloudagainst: Amazon Kinesis Data Streams, Amazon SQS, Apache Kafka, Apache Pulsar, AutoMQ, Azure Event Hubs, Confluent Cloud, RabbitMQ, Redis Pub/Sub, Redpanda, WarpStream

Llama 4 MaverickDacast

Six alternatives

Aiven for Apache Kafka, Amazon MSK, Apache Kafka, Confluent Cloud, Redpanda, Virtual PRO

against: Apache PulsarConfluent CloudChanged

Four alternatives

Aiven for Apache Kafka, Amazon MSK, Instaclustr for Apache Kafka, WarpStream

no first choiceStreamShark

Two alternatives

Apache Kafka, Apache Pulsar

no first choiceagainst: Amazon Kinesis Data Streams, Apache Kafka, Apache Pulsar, AutoMQ, Azure Event Hubs, Google Cloud Pub/Sub, Redpanda, WarpStream

Qwen 3.7 FlashAmazon Kinesis Data Streams, Azure Event Hubs

Four alternatives

Aiven for Apache Kafka, Confluent Cloud, Google Cloud Pub/Sub, Redpanda

against: Apache KafkaConfluent CloudChanged

Two alternatives

Amazon MSK, Redpanda

Apache Kafka

Five alternatives

Amazon MSK, Azure Event Hubs, Confluent Cloud, Google Cloud Pub/Sub, Redpanda

Redpanda

Three alternatives

Apache Kafka, Google Cloud Pub/Sub, NATS

Amazon MSK, Confluent Cloudagainst: Amazon Kinesis Data Streams, Apache Kafka, Confluent Cloud, Google Cloud Pub/Sub, NATS JetStream, RabbitMQ

Kimi K2Confluent Cloud, Redpanda

One alternative

Aiven for Apache Kafka

against: Apache KafkaAmazon MSK, Confluent CloudChanged

One alternative

Redpanda

Apache Kafka

Five alternatives

Amazon Kinesis Data Streams, Apache Pulsar, Azure Event Hubs, Google Cloud Pub/Sub, Redpanda

Apache Kafka

Three alternatives

OBS Studio, StreamYard, YouTube Live

no first choice

Two alternatives

Confluent Cloud, Redpanda

against: Apache Kafka, Apache Pulsar, Apache Storm 2.x, Knative eventing-rabbitmq, NATS Streaming, RabbitMQ

GLM 4.7 FlashXConfluent Cloud

Five alternatives

Aiven for Apache Kafka, Amazon Kinesis Data Streams, Apache Pulsar, NATS JetStream, Redpanda

Confluent CloudHeld

Three alternatives

Aiven for Apache Kafka, Amazon MSK, Redpanda

Apache Kafka

Five alternatives

Amazon Kinesis Data Streams, Apache Pulsar, NATS Streaming, RabbitMQ, Redpanda

Apache Kafka, Apache Pulsar

Four alternatives

AutoMQ, EventLive, Eventzilla, Redpanda

against: Confluent Cloud, IBM Event Streamsno first choiceagainst: Amazon Kinesis Data Streams, Apache Kafka, Apache Pulsar, Azure Event Hubs, Facebook Live, Google Cloud Pub/Sub, Instagram Live, YouTube Live

MiniMax M2.5Confluent Cloud, Redpanda

Four alternatives

Aiven for Apache Kafka, Amazon MSK, Bizzabo, Dacast

Confluent CloudChanged

Three alternatives

Aiven for Apache Kafka, Amazon MSK, Instaclustr for Apache Kafka

Apache Kafka

Five alternatives

Amazon Kinesis Data Streams, Apache Pulsar, Azure Event Hubs, Google Cloud Pub/Sub, Redpanda

Apache Kafka

Two alternatives

Aiven for Apache Kafka, Redpanda

no first choiceagainst: Amazon Ring, Disney+, Netflix, Roku, Tving, Twitch

Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

05The record

One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record

Seventy-two rows: every prompt, every model, every answer.

Prompt	Model	Version string	Time (UTC)	Searched	Sources	Latency
Direct recommendation	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 10:36	yes	9	7 s
Direct recommendation	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 13:25	yes	3	5 s
Direct recommendation	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 11:22	yes	12	33 s
Direct recommendation	Perplexity Sonar	`sonar`	2026-09-17 11:01	yes	20	6 s
Direct recommendation	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 10:37	yes	40	22 s
Direct recommendation	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 13:52	yes	5	4 s
Direct recommendation	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 13:21	yes	18	16 s
Direct recommendation	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 12:59	yes	5	5 s
Direct recommendation	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 11:24	yes	5	32 s
Direct recommendation	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 11:37	yes	15	56 s
Direct recommendation	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 13:57	yes	15	103 s
Direct recommendation	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 09:27	yes	5	24 s
Paraphrase	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 12:24	yes	15	11 s
Paraphrase	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 10:47	yes	4	7 s
Paraphrase	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 12:03	yes	9	27 s
Paraphrase	Perplexity Sonar	`sonar`	2026-09-17 12:13	yes	20	5 s
Paraphrase	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 12:33	yes	33	16 s
Paraphrase	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 12:55	yes	10	6 s
Paraphrase	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 09:23	yes	17	21 s
Paraphrase	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 12:43	yes	5	3 s
Paraphrase	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 09:47	no	0	36 s
Paraphrase	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 09:27	yes	15	21 s
Paraphrase	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 13:22	yes	24	55 s
Paraphrase	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 10:51	yes	5	27 s
Comparative	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 10:42	yes	9	8 s
Comparative	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 10:37	yes	4	9 s
Comparative	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 11:33	yes	16	28 s
Comparative	Perplexity Sonar	`sonar`	2026-09-17 13:39	yes	20	7 s
Comparative	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 11:48	yes	15	9 s
Comparative	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 10:25	yes	5	7 s
Comparative	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 12:33	yes	9	12 s
Comparative	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 13:07	yes	5	3 s
Comparative	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 11:26	no	0	35 s
Comparative	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 10:49	yes	15	53 s
Comparative	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 11:07	yes	10	62 s
Comparative	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 10:06	yes	5	20 s
Budget constrained	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 11:33	no	0	4 s
Budget constrained	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 13:31	no	0	3 s
Budget constrained	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 13:53	yes	12	23 s
Budget constrained	Perplexity Sonar	`sonar`	2026-09-17 11:38	yes	20	5 s
Budget constrained	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 12:54	yes	39	16 s
Budget constrained	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 11:25	yes	9	7 s
Budget constrained	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 10:12	yes	20	18 s
Budget constrained	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 11:17	yes	5	2 s
Budget constrained	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 12:07	no	0	37 s
Budget constrained	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 11:04	yes	8	21 s
Budget constrained	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 12:38	yes	9	62 s
Budget constrained	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 13:26	yes	5	87 s
Scale constrained	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 10:42	no	0	7 s
Scale constrained	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 09:53	no	0	7 s
Scale constrained	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 13:48	yes	11	38 s
Scale constrained	Perplexity Sonar	`sonar`	2026-09-17 14:03	yes	20	6 s
Scale constrained	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 12:50	yes	17	12 s
Scale constrained	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 09:32	no	0	9 s
Scale constrained	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 13:47	yes	20	24 s
Scale constrained	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 12:59	yes	5	3 s
Scale constrained	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 13:08	no	0	37 s
Scale constrained	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 12:41	yes	15	26 s
Scale constrained	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 12:33	yes	10	102 s
Scale constrained	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 10:20	yes	5	23 s
Negative framing	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 11:26	yes	27	11 s
Negative framing	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 10:07	yes	2	4 s
Negative framing	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 12:53	yes	27	27 s
Negative framing	Perplexity Sonar	`sonar`	2026-09-17 09:25	yes	20	6 s
Negative framing	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 10:54	yes	18	10 s
Negative framing	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 14:07	yes	5	5 s
Negative framing	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 11:30	yes	25	33 s
Negative framing	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 11:10	yes	5	4 s
Negative framing	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 10:15	yes	8	44 s
Negative framing	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 13:22	yes	25	50 s
Negative framing	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 12:52	yes	24	122 s
Negative framing	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 10:51	yes	19	47 s

Normalization in this category

Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.

Category-scoped readings

Aiven read as Aiven for Apache Kafka

Amazon Kinesis read as Amazon Kinesis Data Streams

Instaclustr (NetApp) read as Instaclustr for Apache Kafka

Unresolved, counted raw

Amazon Ring

Apache Samza

Apache Storm

Apache Storm 2.x

CrocOTT

Cvent

Disney+

DoubleCloud Managed Service for Apache Kafka

Eventzilla

Hubilo

JW Player

JWP Connatix

Kick

Knative eventing-rabbitmq

Lightstreamer

Managed Service for Apache Kafka

Marketful

Netflix

Roku

Sequel.io

Spark Streaming

Streamlabs

TikTok

Tving

VIDIZMO EnterpriseTube

Virtual PRO

Webex Events

Discontinued, still offered

No shut-down product was recommended here.

Streaming platforms

By buyer segment

01The standing

Recommended versus criticized

02What they warned about

03What they cite

Sites the answers cite

Pages the answers cite

04How they answered

05The record

Normalization in this category

Also in data platform