# WarpStream: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 8 judge labels across 1 category by 3 of 14 models. Page: https://www.gane.ai/index/it/vendors/warpstream

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Streaming platforms](https://www.gane.ai/index/it/it-data/streaming-platforms/index.md) | 0% | 20 | 0% | 8 |

## What the models said for it

- "Want Kafka API with lower ops → Redpanda or WarpStream." (Muse Glimmer 30B, 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 | 4 | 0 | 4 |
| 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 | 0 | 1 | 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 | 1 | 2 | 0 | 3 |

## Sources returned with these answers

The sites and pages cited by the answers that named WarpStream, from 20 of the 22 answers that named it (only the models that return a source list).

### Domains cited

- github.com: 11
- ciopages.com: 10
- textql.com: 10
- confluent.io: 7
- kai-waehner.de: 7
- acemq.com: 6
- apidog.com: 6
- cotocus.com: 6
- linkedin.com: 6
- risingwave.com: 5

### Pages cited

- https://ciopages.com/buyer-guides/streaming-data-platform: 10
- https://textql.com/wiki/event-streaming: 9
- https://apidog.com/blog/best-event-streaming-solutions: 6
- https://cotocus.com/blog/top-10-event-streaming-platforms-features-pros-cons-comparison: 6
- https://acemq.com/blogs/kafka-alternatives: 5
- https://github.com/ishandutta2007/Awesome-Event-Streaming-Ingestion/blob/main/README.md: 4
- https://github.com/ishandutta2007/Awesome-Managed-Apache-Kafka-Service/blob/main/README.md: 4
- https://kai-waehner.de/blog/2023/12/21/the-data-streaming-landscape-2024: 4

## In its own words

What WarpStream's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: The original diskless, Apache Kafka®-compatible data streaming platform, built directly on top of object storage. (https://warpstream.com/)
- For: Developers (https://warpstream.com/)
- Price stated: Free tier available with paid plans (https://warpstream.com/)
- Starting price: 0 (https://warpstream.com/)
- Free plan or trial: Free tier available (https://warpstream.com/)
- Integrations claimed: 100 (https://www.warpstream.com/pricing)
- Certifications: SOC 2 Type II
- Customers named: Character.AI, Goldsky, Grafana Labs, ShareChat, Cursor, Robinhood, Superwall, Eternal

## What it publishes

Every page warpstream.com exposes, read 2026-09-29: 337 addresses. By kind, pages and the last 90 days:

- blog: 68 pages, 61 in the last 90 days, latest 2026-09-22
- case study: 2 pages, 2 in the last 90 days, latest 2026-09-01
- comparison: 2 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-22 blog: Knock kinesis to warpstream migration https://www.warpstream.com/blog/knock-kinesis-to-warpstream-migration
- Recent: 2026-09-02 blog: Anatomy of a serverless usage based billing system https://www.warpstream.com/blog/anatomy-of-a-serverless-usage-based-billing-system
- Recent: 2026-09-02 blog: Announcing bento the open source fork of the project formerly known as benthos https://www.warpstream.com/blog/announcing-bento-the-open-source-fork-of-the-project-formerly-known-as-benthos
- Recent: 2026-09-02 blog: Announcing schema validation with aws glue schema registry https://www.warpstream.com/blog/announcing-schema-validation-with-aws-glue-schema-registry
- Recent: 2026-09-02 blog: Announcing warpstream schema validation https://www.warpstream.com/blog/announcing-warpstream-schema-validation
- Recent: 2026-09-02 blog: Boring by design character ai https://www.warpstream.com/blog/boring-by-design-character-ai

## 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.