# MOSTLY AI: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 3 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/it/vendors/mostly-ai

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data masking and test data management](https://www.gane.ai/index/it/it-data/data-masking-and-test-data/index.md) | 0% | 36 | 0% | 3 |

## 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 | 2 | 0 | 2 |
| 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 MOSTLY AI, from 4 of the 5 answers that named it (only the models that return a source list).

### Domains cited

- bestarion.com: 2
- slashdot.org: 2
- testsigma.com: 2
- bestdevops.com: 1
- eevblog.com: 1
- enov8.com: 1
- hevodata.com: 1
- preemptive.com: 1
- rajeshkumar.xyz: 1
- sourceforge.net: 1

### Pages cited

- https://bestarion.com/top-10-best-test-data-management-tools: 2
- https://testsigma.com/test-data-management-tools: 2
- https://bestdevops.com/top-10-data-masking-tokenization-tools-features-pros-cons-comparison: 1
- https://eevblog.com/forum/beginners/test-data-management-software-for-smallmedium-buisness: 1
- https://enov8.com/blog/data-masking-tools: 1
- https://hevodata.com/learn/data-masking-tools: 1
- https://preemptive.com/blog/data-masking-tools: 1
- https://rajeshkumar.xyz/blog/data-masking-tokenization-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.