# SessionM: 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/sessionm

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Loyalty, advocacy and referrals](https://www.gane.ai/index/gtm/marketing/loyalty-advocacy-and-referrals/index.md) | 0% | 117 | 100% | 1 |

## And against it

- "Buyers in the report described integration friction or outgrowing program capabilities" (GPT-6 Luna, Loyalty)

## 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 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 1 | 1 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named SessionM, from 3 of the 3 answers that named it (only the models that return a source list).

### Domains cited

- alium.io: 2
- g2.com: 2
- albato.com: 1
- apps.shopify.com: 1
- aws.amazon.com: 1
- capillarytech.com: 1
- capterra.co.uk: 1
- capterra.com: 1
- capterra.in: 1
- consumerfinance.gov: 1

### Pages cited

- https://albato.com/blog/publications/best-referral-program-software: 1
- https://alium.io/research/top-complaints-loyalty: 1
- https://alium.io/research/why-loyalty-launches-slip: 1
- https://apps.shopify.com/product-reviews-addon: 1
- https://apps.shopify.com/smile-io/reviews: 1
- https://aws.amazon.com/marketplace/pp/prodview-uphlagvpfyeny: 1
- https://capillarytech.com/blog/11-best-loyalty-management-software-in-the-us: 1
- https://capterra.co.uk/software/171121/open-loyalty: 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.