# Lighthouse: 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/lighthouse

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Microsoft 365 management](https://www.gane.ai/index/it/operations/microsoft-365-management/index.md) | 0% | 116 | 100% | 1 |

## And against it

- "Lighthouse (the latter is MSP-focused)" (Grok 4.20, M365 management)

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

### Domains cited

- admindroid.com: 1
- coreview.com: 1
- expertinsights.com: 1
- f6s.com: 1
- g2.com: 1
- gane.ai/index: 1
- guideflow.com: 1
- manageengine.com: 1
- microsoft.com: 1
- msp.toolsinfo.com: 1

### Pages cited

- https://admindroid.com/microsoft365/compare/microsoft-365-management-tools: 1
- https://coreview.com/blog/5-office-365-management-tools-every-microsoft-admin-should-consider: 1
- https://expertinsights.com/it-management/the-top-microsoft-365-management-tools: 1
- https://f6s.com/software/category/microsoft-365-management: 1
- https://g2.com/categories/microsoft-365-management-tools: 1
- https://g2.com/products/teams-manager-for-microsoft-teams/reviews: 1
- https://www.gane.ai/index/it/operations/microsoft-365-management: 1
- https://guideflow.com/blog/office-365-management-tools: 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.