Zero of fourteen models named UpPromote first on the direct prompt; zero named Rewardful. UpPromote was named by nine of the fourteen models and Rewardful by ten and UpPromote carries 11 labels and Rewardful 19, so the shares are not directly comparable.
Named in three 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.
Across every category in the November 2026 Edition, UpPromote and Rewardful were named in the same answer thirty-two times, of the 58 answers naming UpPromote and the 114 naming Rewardful. In those answers Rewardful took the first choice five times and UpPromote eight.
| 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 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Rewardful and Tapfiliate are affiliate management platforms that fall short for serious affiliate programs, as they have dated interfaces” Claude Haiku 4.5 · negative prompt · hard negative
“start with software like Rewardful (SaaS) or Refersion (e-commerce) if under $10M revenue” Grok 4.20 · comparative prompt · first choice
“Rewardful/FirstPromoter/Trackdesk for broader use” Grok 4.20 · 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.