Eleven of twelve models named PartnerStack first on the direct prompt; zero named Refersion. PartnerStack was named by twelve of the twelve models and Refersion by eleven and PartnerStack carries 45 labels and Refersion 17, so the shares are not directly comparable.
Named in six 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 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 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 4.1 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. Four of four in this category shown.
“Enterprise platforms (PartnerStack, Impact) - Start at $1,000+/month” Mistral Small · budget prompt · hard negative
“For most mid-market B2B companies, PartnerStack offers the best combination of B2B-specific features, partner marketplace access, and scalability.” Mistral Small · direct prompt · first choice
“Particularly dominant if your company is B2B / SaaS. Excellent for managing affiliates, referral partners, and reseller channels under one roof” Gemini 3.5 Flash · scale prompt · first choice
“The Gold Standard: PartnerStack ... widely regarded as the leading platform built specifically for B2B SaaS and tech companies” Gemini 3.5 Flash · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of six in this category shown.
“Avoid pricier ones like Refersion ($99+/month) unless scaling.” Grok 4.1 Fast · budget prompt · hard negative
“or e-comm-focused like Refersion/LeadDyno” Grok 4.1 Fast · paraphrase prompt · hard negative
“look cheap upfront but charge a 2% to 3% transaction fee on all affiliate-referred sales” Gemini 3.5 Flash · budget prompt · soft negative
“Offers a free plan and is considered one of the best affiliate marketing platforms for beginners.” Llama 4 Maverick · budget prompt · first choice
“Tier 1 Solution (like Impact, PartnerStack, Refersion, or Post Affiliate Pro)” Qwen 3.7 Flash · scale prompt · alternative
“Tapfiliate, Refersion, and FirstPromoter make it simple to get started” Claude Haiku 4.5 · budget 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.