# Streaming platforms for small business buyers: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "event streaming platform" and as "managed Kafka or streaming service", six framings each, to fourteen models with search on, on behalf of a small B2B company. Page: https://www.gane.ai/index/it/it-data/streaming-platforms/smb

**Standing:** Confluent Cloud leads with 28% of first choices; verdict contested. 61 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Confluent Cloud](https://www.gane.ai/index/it/vendors/confluent-cloud/index.md) | 28% | 19% | 53 |
| 2 | [Redpanda](https://www.gane.ai/index/it/vendors/redpanda/index.md) | 26% | 0% | 52 |
| 3 | [Google Cloud Pub/Sub](https://www.gane.ai/index/it/vendors/google-cloud-pub-sub/index.md) | 7% | 8% | 37 |
| 4 | [Amazon Kinesis Data Streams](https://www.gane.ai/index/it/vendors/amazon-kinesis-data-streams/index.md) | 5% | 22% | 36 |
| 6 | [NATS JetStream](https://www.gane.ai/index/it/vendors/nats-jetstream/index.md) | 3% | 0% | 23 |
| 7 | [Aiven for Apache Kafka](https://www.gane.ai/index/it/vendors/aiven-for-apache-kafka/index.md) | 3% | 0% | 22 |
| 8 | [Dacast](https://www.gane.ai/index/it/vendors/dacast/index.md) | 3% | 0% | 13 |
| 9 | [RabbitMQ](https://www.gane.ai/index/it/vendors/rabbitmq/index.md) | 3% | 6% | 18 |
| 18 | [Apache Kafka](https://www.gane.ai/index/it/vendors/apache-kafka/index.md) | 2% | 70% | 44 |
| 19 | [Amazon MSK](https://www.gane.ai/index/it/vendors/amazon-msk/index.md) | 0% | 11% | 28 |
| 20 | [Azure Event Hubs](https://www.gane.ai/index/it/vendors/azure-event-hubs/index.md) | 0% | 14% | 28 |
| 112 | [YouTube Live](https://www.gane.ai/index/it/vendors/youtube-live/index.md) | 0% | 55% | 11 |

Rank is by share of first choices among all 116 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: Confluent Cloud; alternatives Amazon Kinesis Data Streams, Apache Kafka, Azure Event Hubs, RabbitMQ
- GPT-5.4 mini: Confluent Cloud; alternatives Amazon MSK, Managed Kafka, Redpanda
- Gemini 3.5 Flash: Confluent Cloud; alternatives Amazon Kinesis Data Streams, Amazon MSK, NATS JetStream, Redpanda
- Perplexity Sonar: Goldcast; alternatives Bizzabo, EventsAir, Zoom Webinars
- Grok 4.20: Redpanda; alternatives Aiven for Apache Kafka, Amazon MSK, AutoMQ, Confluent Cloud
- Mistral Small: Goldcast, Whova
- DeepSeek V4 Flash: Confluent Cloud, Redpanda; alternatives Aiven for Apache Kafka, Amazon MSK, Azure Event Hubs
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Redpanda; alternatives Amazon MSK, Confluent Cloud, Google Eventarc
- Kimi K2: Livestorm; alternatives ClickMeeting, Crowdcast, Demio, Zoho Webinar
- GLM 4.7 FlashX: RabbitMQ; alternatives Amazon SQS, Azure Service Bus
- MiniMax M2.5: Livestorm; alternatives BigMarker, Webex Events
- GPT-6 Luna: Confluent Cloud; alternatives Amazon MSK, Google Cloud Pub/Sub, Redpanda
- Muse Glimmer 30B: Confluent Cloud, Livestorm; alternatives Crowdcast, Demio, NATS JetStream, Redpanda

## Sources the answers cite

67 of 84 answers came back with a source list, from 13 of 14 models. Sites named in the most answers:

- dacast.com: 26 answers, 54 citations
- github.com: 22 answers, 39 citations
- cotocus.com: 19 answers, 25 citations
- confluent.io: 15 answers, 24 citations
- redpanda.com: 14 answers, 30 citations
- gane.ai/index: 13 answers, 14 citations
- acemq.com: 12 answers, 12 citations
- aws.amazon.com: 11 answers, 14 citations

Pages named in the most answers:

- https://cotocus.com/blog/top-10-event-streaming-platforms-features-pros-cons-comparison (17 answers)
- https://gane.ai/index/it/it-data/streaming-platforms/smb (13 answers)
- https://apidog.com/blog/best-event-streaming-solutions (11 answers)
- https://dacast.com/blog/live-streaming-budget (11 answers)
- https://dacast.com/blog/best-online-video-platform-live-music (10 answers)
- https://swapcard.com/blog/how-to-choose-your-live-event-streaming-platform (10 answers)
- https://blog.vmgstudios.com/top-virtual-event-webinar-live-streaming-services (9 answers)
- https://freelance-stack.io/en/blog/the-best-online-event-streaming-software (9 answers)
- https://textql.com/wiki/event-streaming (8 answers)
- https://confluent.io/confluent-cloud (8 answers)

## Warned against

- Apache Kafka: 31 of 44 labels negative. "Apache Kafka is resource-intensive for small-scale projects... has a steep learning curve for beginners and requires considerable resources for maintenance." (Claude Haiku 4.5, negative prompt)
- Apache Pulsar: 17 of 24 labels negative. "Explicitly not recommended for "simple queuing," "small teams," or "limited ops resources"" (Kimi K2, negative prompt)
- Confluent Cloud: 10 of 53 labels negative. "several AI recommendation models specifically advise steering clear of enterprise managed-Kafka offerings for small businesses" (Mistral Small, negative prompt)
- Amazon Kinesis Data Streams: 8 of 36 labels negative. "more suited to large‑scale, serverless stream processing... Not ideal if you're not already heavily invested in AWS." (GLM 4.7 FlashX, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Confluent Cloud at 28%.

- Redpanda: 18% to 26%, +8. Inside the floor by 3 points · rank 2 of 116, unchanged.
- Confluent Cloud: 21% to 28%, +7. Inside the floor by 4 points · rank 1 of 116, unchanged.
- StreamYard: 6% to 2%, −4. Inside the floor by 7 points · rank 5 → 11 of 116.
- NATS JetStream: 6% to 3%, −3. Inside the floor by 8 points · rank 3 → 6 of 116.
- RabbitMQ: 0% to 3%, +3. Inside the floor by 8 points · rank 27 → 9 of 116.
- Amazon MSK: 2% to 0%, −2. Inside the floor by 9 points · rank 11 → 19 of 116.
- YouTube Live: 2% to 0%, −2. Inside the floor by 9 points · rank 25 → 112 of 116.
- Google Cloud Pub/Sub: 6% to 7%, +1. Inside the floor by 10 points · rank 4 → 3 of 116.
- Dacast: 2% to 3%, +1. Inside the floor by 10 points · rank 12 → 8 of 116.
- Apache Kafka: 3% to 2%, −1. Inside the floor by 10 points · rank 10 → 18 of 116.
- Amazon Kinesis Data Streams: 5% to 5%, ±0. Inside the floor by 11 points · rank 7 → 4 of 116.
- Aiven for Apache Kafka: 3% to 3%, ±0. Inside the floor by 11 points · rank 8 → 7 of 116.

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.