Ambassador vs Referral Factory
Two of twelve models named Ambassador first on the direct prompt; zero named Referral Factory. Ambassador was named by nine of the twelve models and Referral Factory by eight and Ambassador carries 19 labels and Referral Factory 12, so the shares are not directly comparable.
Named in two 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 twelve 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
AmbassadorFirst choices, of twelve modelsReferral Factory
Across every category in the September 2026 Edition, Ambassador and Referral Factory were named in the same answer thirty-two times, of the 116 answers naming Ambassador and the 116 naming Referral Factory. In those answers Referral Factory took the first choice five times and Ambassador two.
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 | |
Ambassador Referral Factory first choice named as an alternative argued againstblank: not namedEach cell is one answer, Ambassador on the left and Referral Factory on the right.The direct prompt
Ambassador first, Referral Factory an alternative
2 of 12 modelsReferral Factory was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
2 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
8 of 12 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
Referral Factory11%#3 of 11Ambassador0%#10 of 11Ambassador5%#5 of 18Referral Factory5%#6 of 18Ambassador2%#8 of 18Referral Factory2%#– of 18What 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.
“Platforms to Avoid or Be Cautious About ... 1. Ambassador Red Flags: - Poor customer service” GLM 4.7 FlashX · negative prompt · hard negative
“Significantly lower entry-level pricing compared to enterprise tools like Extole or Ambassador.” Gemini 3.5 Flash · paraphrase prompt · soft negative
“My practical pick: Ambassador ... a good default for B2B growth teams” GPT-5.4 mini · direct 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. Three of three in this category shown.
“Lack of multi-channel support (Referral Factory) ... No dedicated support for the Starter plan” Llama 4 Maverick · negative prompt · soft negative
“I'd generally recommend Referral Factory if your primary goal is to launch and scale a customer referral program quickly” GPT-5.4 mini · paraphrase prompt · first choice
“I'd recommend Referral Factory if your main goal is to launch and scale a customer referral program quickly” Perplexity Sonar · paraphrase 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.