# Fluency: how AI models rank it, November 2026

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

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Search and social advertising platforms](https://www.gane.ai/index/gtm/marketing/search-and-social-advertising-platforms/index.md) | 0% | 36 | 0% | 3 |

## What the models said for it

- "Fluency (Agentic ad ops — new but well-reviewed)" (DeepSeek V4 Flash, Paid ads)

## 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 | 1 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 1 | 0 | 1 |
| 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 Fluency, from 12 of the 12 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 11
- blog.hubspot.com: 7
- guideflow.com: 7
- keywordme.io: 6
- adstellar.ai: 5
- resources.rework.com: 5
- clicksgeek.com: 4
- adcontrolcenter.com: 3
- searchengineland.com: 3
- skai.io: 3

### Pages cited

- https://g2.com/categories/paid-search-advertising/enterprise: 7
- https://blog.hubspot.com/marketing/ad-management-tools: 6
- https://guideflow.com/blog/paid-search-advertising-software: 6
- https://resources.rework.com/tools/advertising/best-ad-management-software-2026: 5
- https://adcontrolcenter.com/ads-management-tools: 3
- https://g2.com/categories/paid-search-advertising: 3
- https://keywordme.io/blog/ppc-software-comparison-2024: 3
- https://adstellar.ai/blog/ad-management-platforms-for-enterprises: 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.