# Evolv AI: 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/evolv-ai

## 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% | 64 | 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 Evolv AI, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- bestdevops.com: 1
- contentful.com: 1
- linkedin.com: 1
- mastercard.com: 1
- optimizely.com: 1

### Pages cited

- https://bestdevops.com/top-10-personalization-engines-features-pros-cons-comparison: 1
- https://contentful.com/blog/choosing-right-personalization-tool: 1
- https://linkedin.com/pulse/best-personalization-engines-rajesh-kumar-ampyc: 1
- https://mastercard.com/us/en/news-and-trends/Insights/2024/e-commerce-personalization-trends-stats-and-best-practices.html: 1
- https://optimizely.com/field-notes/guides/latest-personalization-buyers-guide: 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.