# Validity Engage: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 4 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/validity-engage

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Email deliverability and testing tools](https://www.gane.ai/index/gtm/marketing/email-deliverability-and-testing/index.md) | 2% | 15 | 0% | 4 |

## What the models said for it

- "Some recommended email deliverability tools for larger companies include Validity Engage, which is best for enterprise senders with global volume." (Llama 4 Maverick, Email deliverability)
- "Choose Validity Engage if having placement testing and full creative QA in one platform is worth a larger, custom-priced commitment." (GPT-6 Luna, Email deliverability)
- "If your email program is large and business-critical, evaluate Validity Engage instead" (GPT-6 Luna, Email deliverability)
- "consider Validity Engage for a larger, ongoing program" (GPT-6 Luna, Email deliverability)

## 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 | 1 | 0 | 0 | 0 | 1 |
| 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 | 3 | 0 | 0 | 3 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Validity Engage, from 19 of the 19 answers that named it (only the models that return a source list).

### Domains cited

- validity.com: 11 (its own site)
- g2.com: 5
- sender.net: 5
- glockapps.com: 4
- mailgun.com: 4
- mailtrap.io: 4
- inboxmonster.com: 3
- instantly.ai: 3
- omnisend.com: 3
- resources.listmint.io: 3

### Pages cited

- https://sender.net/blog/email-deliverability-tools: 5
- https://validity.com/blog/a-new-look-a-bigger-vision-welcome-to-validity-engage: 4
- https://validity.com/pricing: 4
- https://g2.com/categories/email-deliverability/enterprise: 3
- https://omnisend.com/blog/email-deliverability-tools: 3
- https://resources.listmint.io/blog/best-email-deliverability-tools: 3
- https://validity.com/capabilities/engage-inbox-placement-and-deliverability: 3
- https://allegrow.co/knowledge-base/email-deliverability-tools: 2

## In its own words

What Validity Engage's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: AI-powered email creation and optimization at your fingertips. (https://www.validity.com/get-engage)
- For: enterprise teams (https://www.validity.com/get-engage)
- Price stated: Free (https://certification.validity.com/groups/engage-nhan)
- Free plan or trial: Free (https://certification.validity.com/groups/engage-nhan)

## 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.