# SlapFive vs Referral Factory: which do AI models recommend for loyalty, October 2026

GTM AI Recommendation Index, October 2026 Edition, Loyalty, advocacy and referrals. One of fourteen models named SlapFive first on the direct prompt; one named Referral Factory. Page: https://gtm-ai-index.com/marketing/loyalty-advocacy-and-referrals/slapfive-vs-referral-factory/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| SlapFive | 4% | #4 of 14 | 0% | 12 | 9 of 14 |
| Referral Factory | 4% | #6 of 14 | 15% | 13 | 8 of 14 |

## The direct prompt, model by model

- GPT-6 Luna: slapfive first (first choices: SlapFive) (alternatives: Influitive AdvocateHub, ReferenceEdge, SaaSquatch by impact.com)
- GPT-5.4 mini: referral factory first (first choices: Referral Factory) (alternatives: Ambassador)
- GLM 4.7 FlashX: neither first, one named (first choices: Cello) (alternatives: Annex Cloud, CustomerGauge, SlapFive)
- MiniMax M2.5: neither first, one named (first choices: Enable3) (alternatives: GrowSurf, Influitive AdvocateHub, SlapFive, Zinrel0)
- Claude Haiku 4.5: neither named (first choices: Kademi) (alternatives: Annex Cloud, PartnerStack, Referral Rock, TrueLoyal)
- Gemini 3.5 Flash: neither named (first choices: Influitive AdvocateHub) (alternatives: Ambassador, Cello.so, FirstPromoter, PartnerStack, Referral Rock)
- Perplexity Sonar: neither named (first choices: Enable3) (alternatives: Antavo, Gainsight, Open Loyalty)
- Grok 4.1 Fast: neither named (first choices: Referral Rock) (alternatives: Ambassador, Influitive AdvocateHub)
- Mistral Small: neither named (first choices: Friendbuy, Influitive AdvocateHub) (alternatives: LoyaltyLion, Yotpo Loyalty & Referrals)
- DeepSeek V4 Flash: neither named
- Llama 4 Maverick: neither named (alternatives: Friendbuy, ReferralCandy, Yotpo Loyalty & Referrals, Zinrelo)
- Qwen 3.7 Flash: neither named (first choices: Exponent) (alternatives: Referral Rock, Tnt1)
- Kimi K2: neither named (first choices: Referral Rock) (alternatives: Ambassador, Influitive AdvocateHub)
- Muse Glimmer 30B: neither named (first choices: Referral Rock, Smile.io) (alternatives: Ambassador)

## What the models said about SlapFive

- "I'd start with SlapFive if you want one platform for both B2B customer advocacy and referrals." (GPT-6 Luna, paraphrase prompt, first choice)
- "My default pick: SlapFive" (GPT-6 Luna, direct prompt, first choice)
- "SlapFive is arguably the best fit if your team has dedicated customer marketing or proof-ops resources" (DeepSeek V4 Flash, paraphrase prompt, alternative)

## What the models said about Referral Factory

- "Common reasons to avoid / be cautious" (Muse Glimmer 30B, negative prompt, hard negative)
- "Users report slow technical support, time-consuming setup, and limited integration options." (Mistral Small, negative prompt, soft negative)
- "I'd usually recommend Referral Factory as the first place to look." (GPT-5.4 mini, paraphrase prompt, first choice)
- "the best choice is usually Referral Factory" (GPT-5.4 mini, direct prompt, first choice)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.