# Glassbox: how AI models rank it, November 2026

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

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Website and synthetic monitoring](https://www.gane.ai/index/it/operations/website-and-synthetic-monitoring/index.md) | 0% | 30 | 0% | 2 |

## What the models said for it

- "For Product & UX Focus: Glassbox or Contentsquare" (Qwen 3.7 Flash, Uptime monitoring)

## 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 | 1 | 0 | 0 | 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 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Glassbox, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 2
- guideflow.com: 2
- loadster.com: 2
- motadata.com: 2
- bestdevops.com: 1
- cloudqa.io: 1
- embrace.io: 1
- f6s.com: 1
- lister.ai: 1
- loadfocus.com: 1

### Pages cited

- https://g2.com/categories/digital-experience-monitoring-dem: 2
- https://guideflow.com/blog/digital-experience-monitoring-tools: 2
- https://loadster.com/compare/synthetic-monitoring-tools: 2
- https://motadata.com/blog/synthetic-monitoring-tools: 2
- https://bestdevops.com/top-10-synthetic-monitoring-tools-features-pros-cons-comparison: 1
- https://cloudqa.io/synthetic-monitoring-vs-real-user-monitoring-why-2026-demands-both: 1
- https://embrace.io/blog/when-to-use-synthetic-monitoring-vs-real-user-monitoring: 1
- https://f6s.com/software/category/digital-experience-monitoring: 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.