Smile.io vs Friendbuy
One of fourteen models named Smile.io first on the direct prompt; one named Friendbuy. Smile.io was named by fourteen of the fourteen models and Friendbuy by thirteen and Smile.io carries 38 labels and Friendbuy 23, so the shares are not directly comparable.
Named in three categories this edition.
Palos Verdes Estates, United States, founded 2010. Named in two 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 modelsFriendbuy
Across every category in the October 2026 Edition, Smile.io and Friendbuy were named in the same answer thirty-two times, of the 125 answers naming Smile.io and the 127 naming Friendbuy. In those answers Friendbuy took the first choice one time and Smile.io ten.
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 4.1 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 | | | | |
Smile.io Friendbuy first choice named as an alternative argued againstblank: not namedEach cell is one answer, Smile.io on the left and Friendbuy on the right.The direct prompt
Smile.io first, Friendbuy not the choice
1 of 14 modelsFriendbuy was named in the answer but not as the choice, or not at all.Friendbuy 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 the first choice, one was named
1 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
11 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 9Friendbuy0%#9 of 9Smile.io26%#1 of 14Friendbuy2%#8 of 14Friendbuy6%#5 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 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
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.