Referral Rock vs Ambassador
Three of twelve models named Referral Rock first on the direct prompt; two named Ambassador. Referral Rock was named by nine of the twelve models and Ambassador by nine and Referral Rock carries 23 labels and Ambassador 19, so the shares are not directly comparable.
Named in two 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 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
Referral RockFirst choices, of twelve modelsAmbassador
Across every category in the September 2026 Edition, Referral Rock and Ambassador were named in the same answer fifty-three times, of the 148 answers naming Referral Rock and the 116 naming Ambassador. In those answers Ambassador took the first choice eight times and Referral Rock fifteen.
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 | | |
Referral Rock Ambassador first choice named as an alternative argued againstblank: not namedEach cell is one answer, Referral Rock on the left and Ambassador on the right.The direct prompt
Referral Rock first, Ambassador not the choice
3 of 12 modelsAmbassador was named in the answer but not as the choice, or not at all.Ambassador first, Referral Rock an alternative
2 of 12 modelsReferral Rock was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
4 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
3 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 Rock30%#2 of 11Ambassador0%#10 of 11Referral Rock22%#2 of 18Ambassador5%#5 of 18Referral Rock2%#10 of 18Ambassador2%#8 of 18What the models said about Referral Rock
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Top Pick: Referral Rock ... highly regarded for mid-market B2B companies because it is built to handle the complexity of longer B2B sales cycles” Gemini 3.5 Flash · direct prompt · first choice
“For most mid-sized B2B companies, I'd recommend starting with Referral Rock for its focused referral capabilities and reasonable pricing” Mistral Small · paraphrase 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. 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
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.