Loyalty, advocacy and referrals · October 2026 Edition
Smile.io vs Ambassador
One of fourteen models named Smile.io first on the direct prompt; zero named Ambassador. Smile.io was named by fourteen of the fourteen models and Ambassador by ten and Smile.io carries 38 labels and Ambassador 15, so the shares are not directly comparable.
Named in three categories this edition.
Named in two categories this edition.
First-choice share26%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate24%13%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#5A position in a field of 14; printed, not drawn.
Labels3815A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Smile.io reading right to left. Rank and label count are printed, not drawn.Smile.io vs Influitive AdvocateHub · Smile.io vs Referral Rock · Smile.io vs SlapFive
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.
Smile.ioFirst choices, of fourteen modelsAmbassador
Direct101 against Smile.io
Paraphrase02
Comparative30
Budget-constrained110
Scale-constrained001 against Smile.io
Negative007 against Smile.io · 2 against Ambassador
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 Smile.io and Ambassador 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 | | | | | |
Smile.io Ambassador first choice named as an alternative argued againstblank: not namedEach cell is one answer, Smile.io on the left and Ambassador on the right.The direct prompt
The plain question, one answer per model, grouped by where Smile.io and Ambassador stood in it.
Smile.io first, Ambassador an alternative
1 of 14 modelsAmbassador was named in the answer but not as the choice, or not at all.Muse Glimmer 30BReferral Rock, Smile.io alternatives: Ambassador
Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.GPT-5.4 miniReferral Factory alternatives: Ambassador
Gemini 3.5 FlashInfluitive AdvocateHub alternatives: Ambassador, Cello.so, FirstPromoter, PartnerStack, Referral Rock
Grok 4.20Referral Rock alternatives: Ambassador, Influitive AdvocateHub
Kimi K2Referral Rock alternatives: Ambassador, Influitive AdvocateHub
Neither was named
9 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
Perplexity SonarEnable3 alternatives: Antavo, Gainsight, Open Loyalty
Mistral SmallFriendbuy, Influitive AdvocateHub alternatives: LoyaltyLion, Yotpo Loyalty & Referrals
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
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
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
Smile.io leads by thirty points.
Smile.io30%#1 of 9Ambassador0%#– of 9Mid-marketThe figures above
Smile.io leads by twenty-two points.
Smile.io26%#1 of 14Ambassador4%#5 of 14Enterprise
The order flips: Ambassador leads at enterprise.
Ambassador4%#7 of 17Smile.io0%#15 of 17What the models said about Smile.io
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Platforms to Avoid or Use Extreme Caution With: ... Smile.io: Criticized for billing complaints (charges after cancellation), outdated customer service” Mistral Small · negative prompt · hard negative
“Smile.io — user feedback includes complaints about missing parity across storefronts and support/product depth concerns.” GPT-5.4 mini · negative prompt · soft negative
“Smile.io — if you're growing quickly or aren't on Shopify. Its Shopify listing shows usage-based pricing at higher tiers” GPT-6 Luna · negative prompt · soft negative
“The best customer loyalty and referral platform for a company with a limited budget is Smile.io. It offers a free plan that includes referrals” Llama 4 Maverick · budget prompt · first choice
“Best Overall for E-commerce (Small Budget)Smile.io ... widely considered the industry standard for small-to-medium e-commerce businesses” Qwen 3.7 Flash · budget prompt · first choice
“the best overall pick is usually Smile.io if you need both loyalty and referral features with a fast, low-friction setup” Perplexity Sonar · budget prompt · first choice
What the models said about Ambassador
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Avoid enterprise tools like Influitive/Ambassador/PartnerStack” Muse Glimmer 30B · negative prompt · hard negative
“enterprise tools that can be too pricey for small teams” Llama 4 Maverick · negative prompt · soft negative
“For most 100-500 person B2B SaaS teams starting out, Ambassador gives the best balance of advocacy and referral capabilities with enterprise-grade attribution” Muse Glimmer 30B · paraphrase prompt · first choice
“Start with Ambassador if you want to quickly scale referrals across customers, partners, and affiliates with minimal operational overhead.” Qwen 3.7 Flash · paraphrase prompt · first choice
Also compared
Smile.io vs Influitive AdvocateHubSmile.io vs Referral RockSmile.io vs SlapFiveSmile.io vs Referral FactorySmile.io vs LoyaltyLionSmile.io vs FriendbuyInfluitive AdvocateHub vs AmbassadorReferral Rock vs AmbassadorSlapFive vs AmbassadorAmbassador vs Referral FactoryAmbassador vs LoyaltyLionAmbassador 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.