Smile.io vs Referral Factory
One of fourteen models named Smile.io first on the direct prompt; one named Referral Factory. Smile.io was named by fourteen of the fourteen models and Referral Factory by eight and Smile.io carries 38 labels and Referral Factory 13, so the shares are not directly comparable.
Named in three categories this edition.
Named in three categories this edition.
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
Smile.ioFirst choices, of fourteen modelsReferral Factory
Across every category in the October 2026 Edition, Smile.io and Referral Factory were named in the same answer forty-one times, of the 125 answers naming Smile.io and the 138 naming Referral Factory. In those answers Referral Factory took the first choice five times and Smile.io eighteen.
Every model, every framing
| 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 Referral Factory first choice named as an alternative argued againstblank: not namedEach cell is one answer, Smile.io on the left and Referral Factory on the right.The direct prompt
Smile.io first, Referral Factory not the choice
1 of 14 modelsReferral Factory was named in the answer but not as the choice, or not at all.Referral Factory first, Smile.io not the choice
1 of 14 modelsSmile.io was named in the answer but not as the choice, or not at all.Neither was named
12 of 14 modelsThe answer made no first choice from these two in this category.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
Smile.io30%#1 of 9Referral Factory15%#3 of 9Smile.io26%#1 of 14Referral Factory4%#6 of 14Smile.io0%#15 of 17Referral Factory0%#– 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 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
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.