# Fluent Order Management: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 19 judge labels across 1 category by 10 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/fluent-order-management

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Order management systems](https://www.gane.ai/index/gtm/revops/order-management-systems/index.md) | 2% | 11 | 0% | 19 |

## What the models said for it

- "Fluent Commerce earned its position as a Leader in The Forrester Wave™: Order Management Systems for Q1 2025." (Claude Haiku 4.5, Order management)
- "The market is moving toward cloud-native, API-first solutions like Manhattan Active Omni and Fluent Commerce" (Kimi K2, Order management)
- "Best For: High flexibility, headless/composable architectures, and complex order routing logic." (Gemini 3.5 Flash, Order management)
- "For complex store-based retail, start with Manhattan, Blue Yonder, IBM, Fluent, and Kibo." (GPT-6 Luna, Order management)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 1 | 0 | 0 | 2 |
| GPT-5.4 mini | 0 | 0 | 1 | 0 | 1 |
| Gemini 3.5 Flash | 1 | 4 | 0 | 0 | 5 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 0 | 2 | 0 | 2 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 1 | 1 | 0 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 2 | 0 | 0 | 2 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 1 | 1 | 0 | 0 | 2 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Fluent Order Management, from 35 of the 41 answers that named it (only the models that return a source list).

### Domains cited

- kibocommerce.com: 17
- fluentcommerce.com: 11 (its own site)
- softwareadvice.com: 11
- bestdevops.com: 10
- manh.com: 9
- theretailexec.com: 9
- cin7.com: 8
- knowledgelib.io: 8
- selecthub.com: 8
- viewpointanalysis.com: 8

### Pages cited

- https://kibocommerce.com/blog/best-order-management-systems: 13
- https://bestdevops.com/top-10-order-management-systems-oms-features-pros-cons-comparison: 10
- https://softwareadvice.com/scm/order-management-system-comparison: 10
- https://cin7.com/blog/best-order-management-software: 8
- https://knowledgelib.io/business/retail-transformation/retail-oms-comparison/2026.md: 8
- https://viewpointanalysis.com/post/order-management-software-options-2026: 8
- https://manh.com/our-insights/resources/articles/best-order-management-software-oms-compared: 7
- https://verifiedmarketresearch.com/blog/best-order-management-software: 7

## What it publishes

Every page fluentcommerce.com exposes, read 2026-10-05: 380 addresses. By kind, pages and the last 90 days:

- blog: 89 pages, 1 in the last 90 days, latest 2026-08-13
- case study: 16 pages, 0 in the last 90 days, latest 2026-06-06
- webinar or virtual event: 11 pages, 0 in the last 90 days, latest undated
- conference or event: 2 pages, 0 in the last 90 days, latest undated
- report or ebook: 49 pages, 0 in the last 90 days, latest undated
- comparison: 3 pages, 0 in the last 90 days, latest undated
- podcast or video: 47 pages, 0 in the last 90 days, latest 2026-05-12
- news or press: 91 pages, 0 in the last 90 days, latest 2026-06-16
- Recent: 2026-08-13 blog: Retailers optimistic about year ahead survey2026 https://fluentcommerce.com/blog/retailers-optimistic-about-year-ahead-survey2026
- Recent: 2026-06-16 news or press: Fluent commerce introduces ai agent to make order sourcing logic easier to understand configure and optimize https://fluentcommerce.com/news/fluent-commerce-introduces-ai-agent-to-make-order-sourcing-logic-easier-to-understand-configure-and-optimize
- Recent: 2026-06-06 case study: Puma https://fluentcommerce.com/case-studies/puma
- Recent: 2026-06-01 news or press: Fluent commerce uses ai to fast track migrations from legacy oms platforms to fluent order management https://fluentcommerce.com/news/fluent-commerce-uses-ai-to-fast-track-migrations-from-legacy-oms-platforms-to-fluent-order-management
- Recent: 2026-05-27 news or press: Fluent commerce adds support for multiple ai coding assistants https://fluentcommerce.com/news/fluent-commerce-adds-support-for-multiple-ai-coding-assistants
- Recent: 2026-05-19 news or press: Fluent commerce receives mach alliances agent ready certification https://fluentcommerce.com/news/fluent-commerce-receives-mach-alliances-agent-ready-certification

## 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.