# Cisco Ecosystem: 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/cisco-ecosystem

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data center networking](https://www.gane.ai/index/it/network/data-center-networking/index.md) | 0% | 127 | 100% | 1 |

## And against it

- "Exercise extreme caution with Cisco ACI unless you have specific expertise and existing Cisco investment" (Qwen 3.7 Flash, Data center networking)

## 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 | 1 | 1 |
| 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 Cisco Ecosystem, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- anexia.com: 1
- blackkite.com: 1
- blogs.cisco.com: 1
- gane.ai/index: 1
- guideflow.com: 1
- juniper.net: 1
- kaodata.com: 1
- nokia.com: 1
- packetpushers.net: 1
- perspectives.mvdirona.com: 1

### Pages cited

- https://anexia.com/blog/en/new-data-center-switching-platform-in-anx04: 1
- https://blackkite.com/blog/tprm-insights-citrix-netscaler-sonicwall-sma1000-exchange-server-cisco-nx-os-atlassian-langflow-elastic: 1
- https://blogs.cisco.com/datacenter/limitations-of-a-software-only-approach-to-data-center-networking: 1
- https://www.gane.ai/index/it/categories: 1
- https://www.gane.ai/index/it/network/data-center-networking: 1
- https://www.gane.ai/index/it/network/data-center-networking/smb: 1
- https://guideflow.com/blog/data-center-networking: 1
- https://juniper.net/assets/us/en/local/pdf/additional-resources/1600074-en.pdf: 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.