# Manhattan Associates: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 4 judge labels across 1 category by 3 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/manhattan-associates

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Order management systems](https://www.gane.ai/index/gtm/revops/order-management-systems/index.md) | 0% | 27 | 0% | 4 |

## What the models said for it

- "Widely recognized as a market leader in unified retail commerce." (Gemini 3.5 Flash, Order management)
- "Fluent Commerce, Manhattan Associates, Kibo, Salesforce Order Management, CommerceHub (good if you need highly complex, multi-hub routing)" (Gemini 3.5 Flash, Order 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 | 1 | 1 | 0 | 0 | 2 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 1 | 0 | 1 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| 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 Manhattan Associates, from 8 of the 14 answers that named it (only the models that return a source list).

### Domains cited

- pipe17.com: 4
- capterra.com: 3
- g2.com: 3
- softwareadvice.com: 3
- bigin.com: 2
- gartner.com: 2
- infios.com: 2
- info.blueyonder.com: 2
- msdynamicsworld.com: 2
- rajeshkumar.xyz: 2

### Pages cited

- https://softwareadvice.com/scm/order-management-system-comparison: 3
- https://bigin.com/articles/order-management-system-for-small-business.html: 2
- https://capterra.com/order-management-software: 2
- https://g2.com/categories/order-management/small-business: 2
- https://infios.com/en/knowledge-center/blog/five-options-for-order-management: 2
- https://msdynamicsworld.com/blog-post/10-best-order-management-systems-updated: 2
- https://rajeshkumar.xyz/blog/order-management-systems-oms: 2
- https://selecthub.com/inventory-management/order-management-software: 2

## 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.