# TapMango: 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/tapmango

## 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% | 104 | 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 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named TapMango, from 4 of the 4 answers that named it (only the models that return a source list).

### Domains cited

- softwareadvice.com: 3
- 99minds.io: 2
- capterra.com: 2
- smallbiztrends.com: 2
- verifiedmarketresearch.com: 2
- 6sense.com: 1
- axiobench.com: 1
- blog.hootsuite.com: 1
- bonloyalty.com: 1
- connectpos.com: 1

### Pages cited

- https://99minds.io/blog/referral-marketing-software: 2
- https://capterra.com/customer-advocacy-software: 2
- https://verifiedmarketresearch.com/blog/top-small-business-loyalty-program-software: 2
- https://6sense.com/tech/referral-marketing: 1
- https://axiobench.com/best/customer-advocacy-software: 1
- https://blog.hootsuite.com/employee-advocacy-tools: 1
- https://bonloyalty.com/blog/loyalty-programs-for-small-business: 1
- https://capterra.com/advocacy-software: 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.