# Confluent: 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/gtm/vendors/confluent

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Knowledge base and self-service](https://www.gane.ai/index/gtm/customer/knowledge-base-and-self-service/index.md) | 0% | 60 | 0% | 1 |

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| 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 | 0 | 0 | 0 | 0 |
| 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 Confluent, from 1 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- anblicks.com: 1
- arxiv.org: 1
- cloudera.com: 1
- crn.com: 1
- dremio.com: 1
- eff.org: 1
- g2.com: 1
- hexaware.com: 1
- microsoft.com: 1
- my.idc.com: 1

### Pages cited

- https://anblicks.com/blog/why-most-enterprise-data-platforms-fail-and-what-actually-works: 1
- https://arxiv.org/pdf/2606.08266: 1
- https://cloudera.com/blog/business/from-hybrid-by-accident-to-hybrid-by-design.html: 1
- https://cloudera.com/blog/business/has-the-recent-acquisition-put-your-streaming-data-on-lockdown.html: 1
- https://cloudera.com/blog/business/how-to-avoid-building-brick-walls-with-your-data-and-ai-platforms.html: 1
- https://crn.com/news/cloud/2024/aws-oracle-google-microsoft-top-cloud-dbms-market-gartner: 1
- https://dremio.com/blog/unified-data-management-solutions: 1
- https://eff.org/deeplinks/2025/12/breachies-2025-worst-weirdest-most-impactful-data-breaches-year: 1

## What it publishes

Every page confluent.io exposes, read 2026-09-29: 11740 addresses. By kind, pages and the last 90 days:

- blog: 1814 pages, 9 in the last 90 days, latest 2026-09-15
- case study: 106 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 52 pages, 0 in the last 90 days, latest 2020-04-29
- conference or event: 1431 pages, 0 in the last 90 days, latest undated
- report or ebook: 199 pages, 0 in the last 90 days, latest undated
- comparison: 61 pages, 0 in the last 90 days, latest undated
- template or tool: 9 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 165 pages, 0 in the last 90 days, latest undated
- podcast or video: 331 pages, 0 in the last 90 days, latest undated
- news or press: 209 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-15 blog: Aiven confluent redpanda streamnative and ververica form streamhouse working group https://www.confluent.io/blog/aiven-confluent-redpanda-streamnative-and-ververica-form-streamhouse-working-group
- Recent: 2026-09-15 blog: Third party risk assessments or how confluent helps you move faster with confidence https://www.confluent.io/blog/third-party-risk-assessments-or-how-confluent-helps-you-move-faster-with-confidence
- Recent: 2026-09-14 blog: Automate kafka migration with kcp https://www.confluent.io/blog/automate-kafka-migration-with-kcp
- Recent: 2026-09-10 blog: Building an agentic soc on a stream https://www.confluent.io/blog/building-an-agentic-soc-on-a-stream
- Recent: 2026-08-27 blog: Hemut building the internet of freight on real time data https://www.confluent.io/blog/hemut-building-the-internet-of-freight-on-real-time-data
- Recent: 2026-08-18 blog: 2026 q3 confluent cloud launch https://www.confluent.io/blog/2026-q3-confluent-cloud-launch

## Record

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