# Orbit: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 2 categories by 2 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/orbit

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Attribution and marketing mix modeling](https://www.gane.ai/index/gtm/marketing/attribution-mmm/index.md) | 0% | 116 | 0% | 1 |
| [Email deliverability and testing tools](https://www.gane.ai/index/gtm/marketing/email-deliverability-and-testing/index.md) | 0% | 102 | 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 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| 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 Orbit, from 3 of the 4 answers that named it (only the models that return a source list).

### Domains cited

- gane.ai/index: 2
- github.com: 2
- verifiedmarketresearch.com: 2
- b2bsaasreviews.com: 1
- bettermode.com: 1
- business.adobe.com: 1
- chabot.dev: 1
- cotocus.com: 1
- cxtoday.com: 1
- dev.to: 1

### Pages cited

- https://www.gane.ai/index/gtm/customer/community-platforms/enterprise: 2
- https://verifiedmarketresearch.com/blog/top-online-community-management-software: 2
- https://b2bsaasreviews.com/product-categories/customer-advocacy-community-platforms: 1
- https://bettermode.com/community-platform: 1
- https://bettermode.com/comparison/bettermode-vs-verint: 1
- https://business.adobe.com/products/marketo/marketo-measure.html: 1
- https://chabot.dev/almanac/08-tools/community-crm-platforms: 1
- https://cotocus.com/blog/top-10-marketing-attribution-platforms-features-pros-cons-comparison: 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.