Smile.io vs Ambassador
Zero of fourteen models named Smile.io first on the direct prompt; two named Ambassador. Smile.io was named by ten of the fourteen models and Ambassador by ten and Smile.io carries 10 labels and Ambassador 16, so the shares are not directly comparable.
Named in three categories this edition.
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 referral and partner programs page.
By framing
Smile.ioFirst choices, of fourteen modelsAmbassador
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 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
Ambassador first, Smile.io not the choice
2 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
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
7 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.io2%#– of 10Ambassador0%#– of 10Ambassador20%#2 of 12Smile.io0%#– of 12What the models said about Smile.io
No label in this category carried a quote.
What the models said about Ambassador
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Expensive, requires sales/contract/setup fee; overkill for SMBs.” Grok 4.1 Fast · comparative prompt · soft negative
“Start with Ambassador if you prioritize B2B depth, integrations, and proven mid-market ROI (top G2 leader).” Grok 4.1 Fast · direct prompt · first choice
“Ambassador – Best overall for B2B SaaS / enterprise advocacy” Muse Glimmer 30B · 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.