Two of twelve models named Influitive first on the direct prompt; two named Ambassador. Influitive was named by eleven of the twelve models and Ambassador by nine and Influitive carries 23 labels and Ambassador 19, so the shares are not directly comparable.
Named in four 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.
Across every category in the September 2026 Edition, Influitive and Ambassador were named in the same answer thirty-four times, of the 103 answers naming Influitive and the 116 naming Ambassador. In those answers Ambassador took the first choice one time and Influitive six.
| 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 |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“What to Avoid: Influitive (AdvocateHub) ... it is typically not recommended for mid-sized companies” Gemini 3.5 Flash · paraphrase prompt · hard negative
“without the complexity or high cost of enterprise solutions like Influitive ... ⭐⭐⭐ (Can feel heavy)” Qwen 3.7 Flash · paraphrase prompt · soft negative
“"Ghost Town" Risk & Heavy Administrative Load ... it is incredibly expensive” Gemini 3.5 Flash · negative prompt · soft negative
“The market-leading gamified advocacy hub. Challenges, points, leaderboards, community. Best-in-class integration (perfect 10/10 in evaluations).” DeepSeek V4 Flash · comparative prompt · first choice
“Influitive is the industry leader—though it's a bigger investment.” MiniMax M2.5 · paraphrase prompt · first choice
“Influitive (Strongest Overall for B2B Advocacy/Loyalty + Referrals)” Grok 4.1 Fast · direct prompt · first choice
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.