Ambassador vs Open Loyalty
Two of twelve models named Ambassador first on the direct prompt; one named Open Loyalty. Ambassador was named by nine of the twelve models and Open Loyalty by nine and Ambassador carries 19 labels and Open Loyalty 14, 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
AmbassadorFirst choices, of twelve modelsOpen Loyalty
Across every category in the September 2026 Edition, Ambassador and Open Loyalty were named in the same answer thirty-three times, of the 116 answers naming Ambassador and the 69 naming Open Loyalty. In those answers Open Loyalty took the first choice four 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 Open Loyalty first choice named as an alternative argued againstblank: not namedEach cell is one answer, Ambassador on the left and Open Loyalty on the right.The direct prompt
Ambassador first, Open Loyalty not the choice
2 of 12 modelsOpen Loyalty was named in the answer but not as the choice, or not at all.Open Loyalty first, Ambassador not the choice
1 of 12 modelsAmbassador was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
3 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
6 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
Ambassador0%#10 of 11Open Loyalty0%#– of 11Ambassador5%#5 of 18Open Loyalty2%#8 of 18Open Loyalty13%#3 of 18Ambassador2%#8 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 Open Loyalty
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Open Loyalty is the best-fit option among the results for mid-market and enterprise companies” Perplexity Sonar · direct prompt · first choice
“API-first, composable toolkit for custom builds” Perplexity Sonar · comparative prompt · alternative
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.