# Twilio Engage: 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/hr/vendors/twilio-engage

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Employee engagement surveys](https://www.gane.ai/index/hr/experience/employee-engagement-surveys/index.md) | 0% | 74 | 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 | 1 | 0 | 1 |
| 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 | 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 Twilio Engage, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- appcues.com: 1
- bloomreach.com: 1
- brevo.com: 1
- clevertap.com: 1
- cloudtalk.io: 1
- larksuite.com: 1
- nextiva.com: 1
- smarte.pro: 1
- voiceflow.com: 1

### Pages cited

- https://appcues.com/blog/user-engagement-tools: 1
- https://bloomreach.com/en/blog/best-customer-engagement-platforms: 1
- https://brevo.com/blog/customer-engagement-platforms: 1
- https://clevertap.com/blog/best-customer-engagement-platforms: 1
- https://cloudtalk.io/blog/customer-engagement-platforms: 1
- https://larksuite.com/en_us/blog/customer-engagement: 1
- https://nextiva.com/blog/customer-engagement-software.html: 1
- https://nextiva.com/blog/digital-engagement-platform.html: 1

## Record

- Method: https://www.gane.ai/index/hr/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/hr.