# Loyalty, advocacy and referrals for enterprise buyers: what AI models recommend, October 2026

Gane Index, October 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 an enterprise B2B company. Page: https://www.gane.ai/index/gtm/marketing/loyalty-advocacy-and-referrals/2026-10/enterprise

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since. The current standing: https://www.gane.ai/index/gtm/marketing/loyalty-advocacy-and-referrals/enterprise/index.md

**Standing:** Influitive AdvocateHub leads with 29% of first choices; verdict contested. 49 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Influitive AdvocateHub](https://www.gane.ai/index/gtm/vendors/influitive-advocatehub/index.md) | 29% | 9% | 32 |
| 2 | [Annex Cloud](https://www.gane.ai/index/gtm/vendors/annex-cloud/index.md) | 12% | 22% | 27 |
| 3 | [Talon.One](https://www.gane.ai/index/gtm/vendors/talon-one/index.md) | 8% | 8% | 26 |
| 4 | [Open Loyalty](https://www.gane.ai/index/gtm/vendors/open-loyalty/index.md) | 8% | 9% | 22 |
| 5 | [Friendbuy](https://www.gane.ai/index/gtm/vendors/friendbuy/index.md) | 6% | 24% | 17 |
| 6 | [Extole](https://www.gane.ai/index/gtm/vendors/extole/index.md) | 4% | 11% | 37 |
| 7 | [Ambassador](https://www.gane.ai/index/gtm/vendors/ambassador/index.md) | 4% | 0% | 22 |
| 8 | [Voucherify](https://www.gane.ai/index/gtm/vendors/voucherify/index.md) | 4% | 7% | 15 |
| 9 | [Referral Rock](https://www.gane.ai/index/gtm/vendors/referral-rock/index.md) | 4% | 0% | 12 |
| 11 | Comarch Loyalty Management | 2% | 14% | 14 |
| 13 | [Antavo](https://www.gane.ai/index/gtm/vendors/antavo/index.md) | 2% | 29% | 17 |
| 19 | [ReferenceEdge](https://www.gane.ai/index/gtm/vendors/referenceedge/index.md) | 0% | 0% | 10 |

Rank is by share of first choices among all 103 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: Exchange Solutions; alternatives Annex Cloud, Apex Loyalty, Extole, Influitive AdvocateHub
- GPT-5.4 mini: Annex Cloud; alternatives Ambassador, Referral Factory, Talon.One, impact.com Advocate
- Gemini 3.5 Flash: Influitive AdvocateHub; alternatives Champion, Extole, PartnerStack, Referral Rock
- Perplexity Sonar: Open Loyalty; alternatives Fielo, Influitive AdvocateHub, Voucherify
- Grok 4.20: Ambassador, Annex Cloud; alternatives 360insights, Antavo, Extole, Open Loyalty
- Mistral Small: Friendbuy, GrowSurf; alternatives Bubblehouse, Comarch Loyalty Management
- DeepSeek V4 Flash: Open Loyalty; alternatives Ambassador, LoyaltyXpert
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Influitive AdvocateHub; alternatives Ambassador, Impartner, Salesforce PRM, ZINFI
- Kimi K2: Influitive AdvocateHub; alternatives Comarch Loyalty Management, Referral Rock, Salesforce Loyalty Management
- GLM 4.7 FlashX: Annex Cloud; alternatives Brandmovers, Cello, Maritz, Open Loyalty
- MiniMax M2.5: no first choice; alternatives Annex Cloud, Capillary, Influitive AdvocateHub, Open Loyalty
- GPT-6 Luna: Salesforce Loyalty Management with B2B Referral Management; alternatives Annex Cloud, Influitive AdvocateHub, SlapFive
- Muse Glimmer 30B: Antavo, Open Loyalty; alternatives Ambassador, Comarch Loyalty Management, Extole, LoyaltyXpert

## Sources the answers cite

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

- openloyalty.io: 52 answers, 114 citations
- voucherify.io: 40 answers, 58 citations
- guideflow.com: 30 answers, 37 citations
- g2.com: 25 answers, 45 citations
- talon.one: 25 answers, 43 citations
- gane.ai/index: 19 answers, 23 citations
- wifitalents.com: 16 answers, 18 citations
- extole.com: 15 answers, 21 citations

Pages named in the most answers:

- https://openloyalty.io/insider/best-referral-software (33 answers)
- https://voucherify.io/blog/best-loyalty-management-software-review (26 answers)
- https://openloyalty.io/insider/rewards-program-software (23 answers)
- https://voucherify.io/blog/best-enterprise-loyalty-software (19 answers)
- https://gane.ai/index/gtm/marketing/loyalty-advocacy-and-referrals/enterprise (17 answers)
- https://talon.one/blog/best-loyalty-program-software (16 answers)
- https://blog.hubspot.com/service/customer-advocacy-platforms (15 answers)
- https://guideflow.com/blog/best-loyalty-management-software (13 answers)
- https://guideflow.com/blog/best-customer-advocacy-software (12 answers)
- https://moosend.com/blog/referral-marketing-software (12 answers)

## Warned against

- Yotpo Loyalty & Referrals: 15 of 24 labels negative. "standard e-commerce or small business tools (like ReferralCandy or Yotpo) will likely fail to meet the necessary security, scalability, and administrative requirements" (Qwen 3.7 Flash, paraphrase prompt)
- ReferralCandy: 14 of 18 labels negative. "standard e-commerce or small business tools (like ReferralCandy or Yotpo) will likely fail to meet the necessary security, scalability, and administrative requirements" (Qwen 3.7 Flash, paraphrase prompt)
- Smile.io: 11 of 17 labels negative. "Loyalty Platforms to Avoid or Approach Cautiously:
- Smile.io, LoyaltyLion, Growave: Primarily built for SMBs" (Grok 4.20, negative prompt)
- LoyaltyLion: 9 of 15 labels negative. "Smile.io, LoyaltyLion, Growave: Primarily built for SMBs and mid-market e-commerce" (Grok 4.20, negative prompt)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Influitive AdvocateHub at 32%.

- Influitive AdvocateHub: 15% to 32%, +17. Cleared the floor by 6 points · rank 1 of 99, unchanged.
- Extole: 13% to 2%, −11. Inside the floor by 0 points · rank 2 → 10 of 99.
- Friendbuy: 0% to 7%, +7. Inside the floor by 4 points · rank 24 → 5 of 99.
- Open Loyalty: 13% to 7%, −6. Inside the floor by 5 points · rank 3 → 4 of 99.
- Annex Cloud: 9% to 12%, +3. Inside the floor by 8 points · rank 5 → 2 of 99.
- Ambassador: 2% to 5%, +3. Inside the floor by 8 points · rank 10 → 6 of 99.
- Referral Rock: 2% to 5%, +3. Inside the floor by 8 points · rank 12 → 8 of 99.
- Talon.One: 9% to 7%, −2. Inside the floor by 9 points · rank 4 → 3 of 99.
- Comarch Loyalty Management: 0% to 2%, +2. Inside the floor by 9 points · rank 27 → 11 of 99.
- Talkable: 4% to 2%, −2. Inside the floor by 9 points · rank 8 → 12 of 99.
- Buyapowa: 2% to 0%, −2. Inside the floor by 9 points · rank 18 → 17 of 99.
- Salesforce Loyalty Management: 2% to 0%, −2. Inside the floor by 9 points · rank 11 → 27 of 99.

## Record

- Method: https://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, October 2026 Edition, www.gane.ai/index/gtm.