Loyalty, advocacy and referrals · November 2026 Edition
Influitive AdvocateHub vs Yotpo Loyalty & Referrals
Two of fourteen models named Influitive AdvocateHub first on the direct prompt; zero named Yotpo Loyalty & Referrals. Both were named by all fourteen models and Influitive AdvocateHub carries 33 labels and Yotpo Loyalty & Referrals 36, so the shares are not directly comparable.
Named in one category this edition.
By Yotpo, New York City, Israel, founded 2011. Named in two categories this edition.
First-choice share11%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate18%22%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#5A position in a field of 13; printed, not drawn.
Labels3336A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Influitive AdvocateHub reading right to left. Rank and label count are printed, not drawn.Referral Rock was named alongside these two in twelve of the fourteen direct answers. Referral Rock vs Influitive AdvocateHub · Referral Rock vs Yotpo Loyalty & Referrals · Referral Factory vs Influitive AdvocateHub
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; every quote names the model and the prompt it came from. Both figures come from the loyalty, advocacy and referrals page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Influitive AdvocateHubFirst choices, of fourteen modelsYotpo Loyalty & Referrals
Direct20
Paraphrase402 against Influitive AdvocateHub
Comparative02
Budget-constrained01
Scale-constrained00
Negative014 against Influitive AdvocateHub · 8 against Yotpo Loyalty & Referrals
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Influitive AdvocateHub and Yotpo Loyalty & Referrals stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | | |||
| GPT-5.4 mini | | | | | ||
| Gemini 3.5 Flash | | | | | ||
| Perplexity Sonar | | | | | | |
| Grok 4.20 | | | | | ||
| Mistral Small | | |||||
| DeepSeek V4 Flash | | | | | | |
| Llama 4 Maverick | | | ||||
| Qwen 3.7 Flash | | | | |||
| Kimi K2 | | | | |||
| GLM 4.7 FlashX | | | ||||
| MiniMax M2.5 | | | | |||
| GPT-6 Luna | | | | | ||
| Muse Glimmer 30B | | | |
Influitive AdvocateHub Yotpo Loyalty & Referrals first choice named as an alternative argued againstblank: not namedEach cell is one answer, Influitive AdvocateHub on the left and Yotpo Loyalty & Referrals on the right.The direct prompt
The plain question, one answer per model, grouped by where Influitive AdvocateHub and Yotpo Loyalty & Referrals stood in it.
Influitive AdvocateHub first, Yotpo Loyalty & Referrals not the choice
2 of 14 modelsYotpo Loyalty & Referrals was named in the answer but not as the choice, or not at all.Gemini 3.5 FlashInfluitive AdvocateHub, PartnerStack, Referral Rock alternatives: Base, Cello, FirstPromoter, SaaSquatch, UserEvidence
GLM 4.7 FlashXInfluitive AdvocateHub alternatives: Annex Cloud, Exchange Solutions, GrowSurf, Referral Rock, Salesforce Loyalty Management
Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Enable3 alternatives: Annex Cloud, Influitive AdvocateHub, PartnerStack, Referral Rock
Perplexity SonarReferral Rock alternatives: CustomerGauge, GrowSurf, Influitive AdvocateHub
DeepSeek V4 FlashReferral Rock alternatives: CustomerGauge, Enable3, GrowSurf, Yotpo Loyalty & Referrals
Kimi K2Referral Rock alternatives: Ambassador, Influitive AdvocateHub, PartnerStack, impact.com Advocate
GPT-6 LunaSaaSquatch by impact.com alternatives: Influitive AdvocateHub, Referral Rock
Muse Glimmer 30BCello, Referral Factory alternatives: Exchange Solutions, Friendbuy, Influitive AdvocateHub, Referral Rock, Yotpo Loyalty & Referrals
Neither was named
6 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniReferral Factory alternatives: Benepik, Talkable
Grok 4.20Referral Factory alternatives: Annex Cloud, Exchange Solutions, PartnerStack, Referral Rock, Salesforce Loyalty Management, Voucherify, impact.com Advocate
Mistral SmallEnable3, Referral Rock alternatives: Cello, Referral Factory
Llama 4 MaverickCustomerGauge, Enable3, Referral Factory
Qwen 3.7 FlashAmbassador alternatives: PartnerStack, Referral Factory, Referral Rock
MiniMax M2.5Referral Factory alternatives: Cello, CustomerGauge, Enable3, GrowSurf, Referral Rock
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Level: the same share of first choices.
Influitive AdvocateHub0%#13 of 13Yotpo Loyalty & Referrals0%#9 of 13Mid-marketThe figures above
Influitive AdvocateHub leads by nine points.
Influitive AdvocateHub11%#4 of 13Yotpo Loyalty & Referrals2%#5 of 13Enterprise
Influitive AdvocateHub leads by twenty-eight points.
Influitive AdvocateHub30%#1 of 18Yotpo Loyalty & Referrals2%#12 of 18What the models said about Influitive AdvocateHub
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“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 · soft negative
“recurring complaints about bugs, unreliable integrations... can feel over-engineered and expensive for simpler needs” Grok 4.20 · negative prompt · soft negative
“Overkill and more expensive for a mid-sized company that primarily needs a referral program.” DeepSeek V4 Flash · paraphrase prompt · soft negative
“Best for All-in-One Customer Advocacy & Engagement: Influitive ... the industry standard for gamified advocacy.” Gemini 3.5 Flash · paraphrase prompt · first choice
“I'd start with Influitive if you want one platform for a broader B2B customer-advocacy program” GPT-6 Luna · paraphrase prompt · first choice
“Best Overall Mid‑Market B2B Loyalty & Referral Platform: Influitive (AdvocateHub)” GLM 4.7 FlashX · direct prompt · first choice
What the models said about Yotpo Loyalty & Referrals
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“Noted for vendor instability, product sun-setting history, and high costs, making it a risky choice” Muse Glimmer 30B · negative prompt · hard negative
“Noted for vendor instability, product sunsetting history, and high costs, making it a risky choice” Mistral Small · negative prompt · hard negative
“Yotpo or Smile.io for loyalty *plus* Friendbuy or Mention Me for referrals” MiniMax M2.5 · comparative prompt · first choice
“Best for loyalty-led ecommerce: Yotpo or LoyaltyLion.” Perplexity Sonar · comparative prompt · first choice
“Great for e-commerce loyalty (Shopify integration).” Qwen 3.7 Flash · negative prompt · first choice
Also compared
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.