# Google Managed Kafka: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/it/vendors/google-managed-kafka

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Streaming platforms](https://www.gane.ai/index/it/it-data/streaming-platforms/index.md) | 0% | 48 | 0% | 1 |

## What the models said for it

- "Are GCP-centric | Google Pub/Sub or Google Managed Kafka" (Kimi K2, Streaming)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Google Managed Kafka, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- acemq.com: 1
- ciopages.com: 1
- cloud.google.com: 1
- docs.cloud.google.com: 1
- futuretweets.com: 1
- github.com: 1
- reddit.com: 1
- redpanda.com: 1

### Pages cited

- https://acemq.com/compare/best-managed-message-queue-services: 1
- https://ciopages.com/buyer-guides/streaming-data-platform: 1
- https://cloud.google.com/pubsub/pricing: 1
- https://docs.cloud.google.com/pubsub/pricing: 1
- https://futuretweets.com/kafka-vs-kinesis-vs-pubsub-2026: 1
- https://github.com/ishandutta2007/Awesome-Managed-Apache-Kafka-Service: 1
- https://github.com/ishandutta2007/Awesome-Managed-Apache-Kafka-Service/blob/main/README.md: 1
- https://github.com/ishandutta2007/Awesome-Managed-Streaming-Data-Kafka: 1

## 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.