# LayerX/Seraphic: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/it/vendors/layerx-seraphic

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Enterprise browsers](https://www.gane.ai/index/it/security/enterprise-browsers/index.md) | 0% | 40 | 0% | 2 |

## 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 | 0 | 2 | 0 | 2 |
| 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 LayerX/Seraphic, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- chromeenterprise.google: 2
- connect.island.io: 2
- gbhackers.com: 2
- paloaltonetworks.com: 2
- securityboulevard.com: 2
- softwaretestinghelp.com: 2
- akamai.com: 1
- assets.publishing.service.gov.uk: 1
- cipherssecurity.com: 1
- crowdstrike.com: 1

### Pages cited

- https://connect.island.io/hubfs/Analyst%20Reports/Omdia%20Market%20Radar%20Browser%20Security%202023.pdf: 2
- https://gbhackers.com/best-enterprise-browsers-compared: 2
- https://securityboulevard.com/2025/10/enterprise-browsers-when-your-regular-browsers-security-just-isnt-good-enough: 2
- https://softwaretestinghelp.com/best-enterprise-browser-solutions: 2
- https://akamai.com/blog/security/2024/sep/enterprise-browser: 1
- https://assets.publishing.service.gov.uk/media/5a751330ed915d60d3b90eb3/Browser_Security_Guidance_-_Enterprise_Considerations.pdf: 1
- https://chromeenterprise.google/: 1
- https://chromeenterprise.google/download: 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.