# Quadient Impress: 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/gtm/vendors/quadient-impress

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Print](https://www.gane.ai/index/gtm/marketing/print/index.md) | 0% | 42 | 0% | 1 |

## 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 | 1 | 0 | 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 Quadient Impress, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- businessage.com: 2
- g2.com: 2
- directmail.io: 1
- gitnux.org: 1
- guideflow.com: 1
- kahawatungu.com: 1
- kurums.com: 1
- lob.com: 1
- postalytics.com: 1
- postgrid.com: 1

### Pages cited

- https://businessage.com/post/5-best-direct-mail-automation-software-platforms: 2
- https://g2.com/categories/direct-mail-automation: 2
- https://directmail.io/: 1
- https://directmail.io/blog/category/vendor-security: 1
- https://directmail.io/blog/direct-mail-vendor-security-documents: 1
- https://directmail.io/security: 1
- https://gitnux.org/best/direct-mail-software: 1
- https://guideflow.com/blog/direct-mail-automation-software: 1

## Record

- Method: https://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/gtm.
