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 50 labels and Refersion 23, so the shares are not directly comparable.
Named in five 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 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.
“For most mid-market B2B companies, PartnerStack offers the best balance of features, pricing, and B2B-specific functionality” GLM 4.7 FlashX · direct prompt · first choice
“Impact or PartnerStack – Both offer enterprise features, dedicated support, and handle complex commission structures” MiniMax M2.5 · scale prompt · first choice
“Choose a SaaS (Impact/PartnerStack) if you are a B2B company...It is generally cheaper and easier to set up than Impact.” Qwen 3.7 Flash · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“What to Avoid on a Limited Budget ... Starts at $39/month + 3% of affiliate sales” DeepSeek V4 Flash · budget prompt · hard negative
“excellent for ecommerce/DTC brands but are not purpose-built for B2B” DeepSeek V4 Flash · paraphrase prompt · soft negative
“Refersion’s Launch plan is a strong budget-friendly pick at $29/month billed annually” GPT-5.4 mini · budget prompt · first choice
“Refersion stands out as a strong recommendation for affiliate program management” Mistral Small · paraphrase prompt · first choice
“If you're already embedded in the Shopify ecosystem, *Refersion* is a natural fit” MiniMax M2.5 · direct 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.