Loyalty, advocacy and referrals · October 2026 Edition
LoyaltyLion vs Friendbuy
Zero of fourteen models named LoyaltyLion first on the direct prompt; one named Friendbuy. LoyaltyLion was named by twelve of the fourteen models and Friendbuy by thirteen and LoyaltyLion carries 22 labels and Friendbuy 23, so the shares are not directly comparable.
Named in two categories this edition.
Palos Verdes Estates, United States, founded 2010. Named in two categories this edition.
First-choice share2%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate23%30%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#7#8A position in a field of 14; printed, not drawn.
Labels2223A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, LoyaltyLion reading right to left. Rank and label count are printed, not drawn.Smile.io vs LoyaltyLion · Smile.io vs Friendbuy · Influitive AdvocateHub vs LoyaltyLion
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.
LoyaltyLionFirst choices, of fourteen modelsFriendbuy
Direct01
Paraphrase00
Comparative00
Budget-constrained002 against Friendbuy
Scale-constrained10
Negative005 against LoyaltyLion · 5 against Friendbuy
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 LoyaltyLion and Friendbuy 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 | | |
LoyaltyLion Friendbuy first choice named as an alternative argued againstblank: not namedEach cell is one answer, LoyaltyLion on the left and Friendbuy on the right.The direct prompt
The plain question, one answer per model, grouped by where LoyaltyLion and Friendbuy stood in it.
Friendbuy first, LoyaltyLion an alternative
1 of 14 modelsLoyaltyLion was named in the answer but not as the choice, or not at all.Mistral SmallFriendbuy, Influitive AdvocateHub alternatives: LoyaltyLion, Yotpo Loyalty & Referrals
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.Llama 4 Maverickno first choice alternatives: Friendbuy, ReferralCandy, Yotpo Loyalty & Referrals, Zinrelo
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
GPT-5.4 miniReferral Factory alternatives: Ambassador
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
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
Level: the same share of first choices.
LoyaltyLion0%#8 of 9Friendbuy0%#9 of 9Mid-marketThe figures above
Level: the same share of first choices.
LoyaltyLion2%#7 of 14Friendbuy2%#8 of 14Enterprise
Friendbuy leads by six points.
Friendbuy6%#5 of 17LoyaltyLion0%#14 of 17What 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
What the models said about Friendbuy
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“High-Friction Enterprise Platforms with Opaque Pricing & Long Contracts (e.g., Friendbuy, SaaSquatch, Annex Cloud) ... generally ill-suited for growing businesses” Muse Glimmer 30B · negative prompt · hard negative
“Premium pricing without proportional value... Competitors offer similar core features for 60-90% less.” Kimi K2 · negative prompt · hard negative
“has opaque pricing and long contracts, making it ill-suited for growing businesses” Llama 4 Maverick · negative prompt · hard negative
“Influitive and Friendbuy are the most highly recommended” Mistral Small · direct prompt · first choice
Also compared
Smile.io vs LoyaltyLionSmile.io vs FriendbuyInfluitive AdvocateHub vs LoyaltyLionInfluitive AdvocateHub vs FriendbuyReferral Rock vs LoyaltyLionReferral Rock vs FriendbuySlapFive vs LoyaltyLionSlapFive vs FriendbuyAmbassador vs LoyaltyLionAmbassador vs FriendbuyReferral Factory vs LoyaltyLionReferral Factory 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.