Fourteen of fourteen models named PartnerStack first on the direct prompt; zero named Refersion. PartnerStack was named by fourteen of the fourteen models and Refersion by eleven and PartnerStack carries 52 labels and Refersion 17, so the shares are not directly comparable.
Named in five categories this edition.
Named in four 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 affiliate and partner management page.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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 |
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. Three of three in this category shown.
“Avoid enterprise platforms such as PartnerStack, which starts near $1,000/month” Perplexity Sonar · budget prompt · hard negative
“Avoid enterprise tools: Skip Impact, PartnerStack, or Everflow unless scaling” Grok 4.20 · budget prompt · hard negative
“Start with PartnerStack if you're in B2B SaaS/Services, or Impact.com if you want a comprehensive partnership management platform.” GLM 4.7 FlashX · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“The Best Overall for Startups: Refersion ... widely considered the most affordable and scalable option” Qwen 3.7 Flash · budget prompt · first choice
“start with software like Rewardful (SaaS) or Refersion (e-commerce) if under $10M revenue” Grok 4.20 · comparative prompt · first choice
“Consider a white-label tool like Refersion or Tapfiliate to avoid sharing revenue with a network” DeepSeek V4 Flash · 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.