Two of fourteen models named impact.com first on the direct prompt; zero named UpPromote. impact.com was named by fourteen of the fourteen models and UpPromote by nine and impact.com carries 55 labels and UpPromote 11, so the shares are not directly comparable.
Named in eight 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. Four of four in this category shown.
“Low Trustpilot scores (around 1.2/5 from hundreds of reviews). Common issues include buggy/slow UI, lost commissions” Grok 4.20 · negative prompt · hard negative
“avoid large affiliate networks (like CJ Affiliate, Rakuten, or Impact) right now” Qwen 3.7 Flash · budget prompt · hard negative
“Global enterprise, multi-program type (affiliate + influencer + B2B partner), strongest tracking/reporting infrastructure” DeepSeek V4 Flash · scale prompt · first choice
“the landscape is dominated by two platforms: PartnerStack and impact.com” Qwen 3.7 Flash · 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.
“Offers a free plan supporting 200 referral orders per month... It's one of the most popular affiliate tools on Shopify for small and midsize e-commerce stores” Claude Haiku 4.5 · budget prompt · first choice
“Best low-budget starting point: UpPromote—if your store runs on Shopify.” GPT-6 Luna · budget prompt · first choice
“I'd recommend UpPromote or Rewardful” Kimi K2 · budget 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.