# Harness FME: 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/harness-fme

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Experimentation and personalization](https://www.gane.ai/index/gtm/marketing/experimentation-and-personalization/index.md) | 0% | 65 | 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 | 0 | 0 | 0 |
| 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 | 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 Harness FME, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- amplitude.com: 2
- convert.com: 2
- g2.com: 2
- remarkable.global: 2
- awayco.com: 1
- biztechmagazine.com: 1
- blog.uxtweak.com: 1
- brightspot.com: 1
- contentful.com: 1
- cxtoday.com: 1

### Pages cited

- https://g2.com/compare/adobe-adobe-target-vs-optimizely-web-experimentation: 2
- https://amplitude.com/blog/google-optimize-alternatives.md: 1
- https://amplitude.com/explore/experiment/experimentation-platform-guide: 1
- https://awayco.com/blogs/why-most-personalisation-strategies-fail-and-how-to-fix-it: 1
- https://biztechmagazine.com/article/2025/11/3-common-challenges-personalizing-customer-relationships-smbs: 1
- https://blog.uxtweak.com/best-optimizely-alternatives: 1
- https://brightspot.com/cms-resources/marketing-insights/the-future-of-publishing-is-in-content-personalization: 1
- https://contentful.com/blog/personalization-gone-wrong-why-companies-are-still-getting-personalization-wrong: 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.