# Wingify: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 5 judge labels across 1 category by 4 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/wingify

## 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% | 37 | 20% | 5 |

## What the models said for it

- "For marketing/CRO/e-commerce: Start with VWO/Wingify, Convert, or Personyze." (Grok 4.20, Experimentation)

## And against it

- "watch for pricing hikes, loss of free tier, and potential instability during integration" (Grok 4.20, Experimentation)

## 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 | 1 | 0 | 0 | 1 | 2 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| 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 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 1 |
| 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 Wingify, from 14 of the 14 answers that named it (only the models that return a source list).

### Domains cited

- convert.com: 10
- personyze.com: 7
- softwareadvice.com: 6
- wingify.com: 6 (its own site)
- cxl.com: 4
- growthbook.io: 4
- optimizely.com: 4
- rightmessage.com: 4
- blog.croct.com: 3
- gane.ai/index: 3

### Pages cited

- https://convert.com/blog/a-b-testing/top-ab-testing-tools: 6
- https://convert.com/blog/a-b-testing/ab-testing-tools-for-growth-teams: 4
- https://convert.com/blog/personalization/personalization-tools-lean-teams: 4
- https://cxl.com/blog/ab-testing-tools: 4
- https://personyze.com/best-ab-testing-tools: 4
- https://rightmessage.com/resources/website-personalization-tools: 4
- https://softwareadvice.com/ab-testing/small-business: 3
- https://blog.croct.com/post/best-personalization-platforms-small-teams-startups: 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.