Loyalty, advocacy and referrals · October 2026 Edition
Referral Factory vs LoyaltyLion
One of fourteen models named Referral Factory first on the direct prompt; zero named LoyaltyLion. Referral Factory was named by eight of the fourteen models and LoyaltyLion by twelve and Referral Factory carries 13 labels and LoyaltyLion 22, so the shares are not directly comparable.
Named in three categories this edition.
Named in two categories this edition.
First-choice share4%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate15%23%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#6#7A position in a field of 14; printed, not drawn.
Labels1322A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Referral Factory reading right to left. Rank and label count are printed, not drawn.Smile.io vs Referral Factory · Smile.io vs LoyaltyLion · Influitive AdvocateHub vs Referral Factory
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.
Referral FactoryFirst choices, of fourteen modelsLoyaltyLion
Direct10
Paraphrase10
Comparative00
Budget-constrained00
Scale-constrained01
Negative002 against Referral Factory · 5 against LoyaltyLion
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 Referral Factory and LoyaltyLion 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 4.1 Fast | | |||||
| 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 | | |
Referral Factory LoyaltyLion first choice named as an alternative argued againstblank: not namedEach cell is one answer, Referral Factory on the left and LoyaltyLion on the right.The direct prompt
The plain question, one answer per model, grouped by where Referral Factory and LoyaltyLion stood in it.
Referral Factory first, LoyaltyLion not the choice
1 of 14 modelsLoyaltyLion was named in the answer but not as the choice, or not at all.GPT-5.4 miniReferral Factory alternatives: Ambassador
Neither was the first choice, one was named
1 of 14 modelsThe answer put something else first and named one of the two as an alternative.Mistral SmallFriendbuy, Influitive AdvocateHub alternatives: LoyaltyLion, Yotpo Loyalty & Referrals
Neither was named
12 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Kademi alternatives: Annex Cloud, PartnerStack, Referral Rock, TrueLoyal
Gemini 3.5 FlashInfluitive AdvocateHub alternatives: Ambassador, Cello.so, FirstPromoter, PartnerStack, Referral Rock
Perplexity SonarEnable3 alternatives: Antavo, Gainsight, Open Loyalty
Grok 4.1 FastReferral Rock alternatives: Ambassador, Influitive AdvocateHub
DeepSeek V4 Flashno first choice
Llama 4 Maverickno first choice alternatives: Friendbuy, ReferralCandy, Yotpo Loyalty & Referrals, Zinrelo
Qwen 3.7 FlashExponent alternatives: Referral Rock, Tnt1
Kimi K2Referral Rock alternatives: Ambassador, Influitive AdvocateHub
GLM 4.7 FlashXCello alternatives: Annex Cloud, CustomerGauge, SlapFive
MiniMax M2.5Enable3 alternatives: GrowSurf, Influitive AdvocateHub, SlapFive, Zinrel0
GPT-6 LunaSlapFive alternatives: Influitive AdvocateHub, ReferenceEdge, SaaSquatch by impact.com
Muse Glimmer 30BReferral Rock, Smile.io alternatives: Ambassador
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
Referral Factory leads by fifteen points.
Referral Factory15%#3 of 9LoyaltyLion0%#8 of 9Mid-marketThe figures above
Referral Factory leads by two points.
Referral Factory4%#6 of 14LoyaltyLion2%#7 of 14Enterprise
Level: the same share of first choices.
Referral Factory0%#– of 17LoyaltyLion0%#14 of 17What the models said about Referral Factory
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“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
What the models said about LoyaltyLion
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Aggressive pricing escalation... Annual contracts with no exit clause: Hard to leave once locked in” Kimi K2 · negative prompt · hard negative
“Also flagged by AI models for potential risks and not recommended for enterprise use.” Mistral Small · negative prompt · hard negative
“these are the leading e-commerce loyalty apps, and both are excellent products. However, they feature specific structural traps” Gemini 3.5 Flash · negative prompt · soft negative
“LoyaltyLion: Best-in-class for mid-market Shopify/BigCommerce brands, with exceptional Klaviyo integration.” Gemini 3.5 Flash · scale prompt · first choice
“Aim for tools like LoyaltyLion, Yotpo, Smile.io, ReferralCandy, or Voucherify, which balance features and cost for your scale.” Grok 4.1 Fast · scale prompt · alternative
“Best for: Mid-market e-commerce brands ... wanting more robust, data-driven loyalty.” DeepSeek V4 Flash · comparative prompt · alternative
Also compared
Smile.io vs Referral FactorySmile.io vs LoyaltyLionInfluitive AdvocateHub vs Referral FactoryInfluitive AdvocateHub vs LoyaltyLionReferral Rock vs Referral FactoryReferral Rock vs LoyaltyLionSlapFive vs Referral FactorySlapFive vs LoyaltyLionAmbassador vs Referral FactoryAmbassador vs LoyaltyLionReferral Factory vs FriendbuyLoyaltyLion vs FriendbuyAll twenty-eight head-to-head pages and the full loyalty standing
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.