# Loyalty, advocacy and referrals: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "customer loyalty and referral platform" and as "customer advocacy and referral program tool", six framings each, to fourteen models with search on, on behalf of a mid-market B2B company. Page: https://www.gane.ai/index/gtm/marketing/loyalty-advocacy-and-referrals

**Standing:** Referral Rock leads with 21% of first choices; verdict contested. 53 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Referral Rock](https://www.gane.ai/index/gtm/vendors/referral-rock/index.md) | 21% | 0% | 34 |
| 2 | [Referral Factory](https://www.gane.ai/index/gtm/vendors/referral-factory/index.md) | 19% | 10% | 29 |
| 3 | [Smile.io](https://www.gane.ai/index/gtm/vendors/smile-io/index.md) | 19% | 21% | 38 |
| 4 | [Influitive AdvocateHub](https://www.gane.ai/index/gtm/vendors/influitive-advocatehub/index.md) | 11% | 18% | 33 |
| 8 | [Yotpo Loyalty & Referrals](https://www.gane.ai/index/gtm/vendors/yotpo-loyalty-referrals/index.md) | 2% | 22% | 36 |
| 17 | [LoyaltyLion](https://www.gane.ai/index/gtm/vendors/loyaltylion/index.md) | 0% | 8% | 25 |
| 18 | [Extole](https://www.gane.ai/index/gtm/vendors/extole/index.md) | 0% | 6% | 17 |
| 19 | [GrowSurf](https://www.gane.ai/index/gtm/vendors/growsurf/index.md) | 0% | 0% | 11 |
| 20 | [ReferralCandy](https://www.gane.ai/index/gtm/vendors/referralcandy/index.md) | 0% | 30% | 33 |
| 21 | [Friendbuy](https://www.gane.ai/index/gtm/vendors/friendbuy/index.md) | 0% | 23% | 22 |
| 22 | [Open Loyalty](https://www.gane.ai/index/gtm/vendors/open-loyalty/index.md) | 0% | 0% | 11 |
| 32 | [Talkable](https://www.gane.ai/index/gtm/vendors/talkable/index.md) | 0% | 20% | 10 |

Rank is by share of first choices among all 131 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: Enable3; alternatives Annex Cloud, Influitive AdvocateHub, PartnerStack, Referral Rock
- GPT-5.4 mini: Referral Factory; alternatives Benepik, Talkable
- Gemini 3.5 Flash: Influitive AdvocateHub, PartnerStack, Referral Rock; alternatives Base, Cello, FirstPromoter, SaaSquatch
- Perplexity Sonar: Referral Rock; alternatives CustomerGauge, GrowSurf, Influitive AdvocateHub
- Grok 4.20: Referral Factory; alternatives Annex Cloud, Exchange Solutions, PartnerStack, Referral Rock
- Mistral Small: Enable3, Referral Rock; alternatives Cello, Referral Factory
- DeepSeek V4 Flash: Referral Rock; alternatives CustomerGauge, Enable3, GrowSurf, Yotpo Loyalty & Referrals
- Llama 4 Maverick: CustomerGauge, Enable3, Referral Factory
- Qwen 3.7 Flash: Ambassador; alternatives PartnerStack, Referral Factory, Referral Rock
- Kimi K2: Referral Rock; alternatives Ambassador, Influitive AdvocateHub, PartnerStack, impact.com Advocate
- GLM 4.7 FlashX: Influitive AdvocateHub; alternatives Annex Cloud, Exchange Solutions, GrowSurf, Referral Rock
- MiniMax M2.5: Referral Factory; alternatives Cello, CustomerGauge, Enable3, GrowSurf
- GPT-6 Luna: SaaSquatch by impact.com; alternatives Influitive AdvocateHub, Referral Rock
- Muse Glimmer 30B: Cello, Referral Factory; alternatives Exchange Solutions, Friendbuy, Influitive AdvocateHub, Referral Rock

## Sources the answers cite

77 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- openloyalty.io: 34 answers, 45 citations
- g2.com: 30 answers, 55 citations
- softwareadvice.com: 29 answers, 36 citations
- capterra.com: 25 answers, 39 citations
- extole.com: 24 answers, 29 citations
- geekflare.com: 20 answers, 20 citations
- getapp.com: 16 answers, 21 citations
- joy.so: 16 answers, 18 citations

Pages named in the most answers:

- https://openloyalty.io/insider/best-referral-software (25 answers)
- https://geekflare.com/guides/best-referral-program-software (20 answers)
- https://extole.com/blog/best-referral-software (15 answers)
- https://joy.so/blog/best-referral-program-software (14 answers)
- https://99minds.io/blog/referral-marketing-software (13 answers)
- https://guideflow.com/blog/best-customer-advocacy-software (11 answers)
- https://lji.io/guides/referral-program-software (10 answers)
- https://customergauge.com/blog/customer-loyalty-software (9 answers)
- https://ecommerce-platforms.com/articles/referral-software (9 answers)
- https://g2.com/categories/customer-advocacy (9 answers)

## Warned against

- Yotpo Loyalty & Referrals: 8 of 36 labels negative. "Noted for vendor instability, product sun-setting history, and high costs, making it a risky choice" (Muse Glimmer 30B, negative prompt)
- ReferralCandy: 10 of 33 labels negative. "What to avoid on a tight budget... ReferralCandy is the best overall Shopify referral + affiliate combo but it is not free." (Muse Glimmer 30B, budget prompt)
- Smile.io: 8 of 38 labels negative. "Criticized for billing complaints (such as charges after cancellation) and outdated customer service." (Mistral Small, negative prompt)
- Influitive AdvocateHub: 6 of 33 labels negative. "Enterprise advocacy hubs like *Influitive*... Why be cautious: These platforms are powerful, but they require heavy, continuous manual content creation" (Gemini 3.5 Flash, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
New leader: Smile.io (26%) to Referral Rock (21%). Margin 2 points, within noise.

- Referral Factory: 4% to 19%, +15. Cleared the floor by 4 points · rank 6 → 2 of 131.
- Influitive AdvocateHub: 20% to 11%, −9. Inside the floor by 2 points · rank 2 → 4 of 131.
- Referral Rock: 13% to 21%, +8. Inside the floor by 3 points · rank 3 → 1 of 131.
- Smile.io: 26% to 19%, −7. Inside the floor by 4 points · rank 1 → 3 of 131.
- SlapFive: 4% to 0%, −4. Inside the floor by 7 points · rank 4 → 30 of 131.
- Yotpo Loyalty & Referrals: 0% to 2%, +2. Inside the floor by 9 points · rank 25 → 8 of 131.
- Ambassador: 4% to 2%, −2. Inside the floor by 9 points · rank 5 → 11 of 131.
- LoyaltyLion: 2% to 0%, −2. Inside the floor by 9 points · rank 9 → 17 of 131.
- Friendbuy: 2% to 0%, −2. Inside the floor by 9 points · rank 12 → 21 of 131.
- Extole: 0% to 0%, ±0. Inside the floor by 11 points · rank 22 → 18 of 131.
- GrowSurf: 0% to 0%, ±0. Inside the floor by 11 points · rank 20 → 19 of 131.
- ReferralCandy: 0% to 0%, ±0. Inside the floor by 11 points · rank 21 → 20 of 131.

## 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.