Rewardful vs Refersion
Zero of fourteen models named Rewardful first on the direct prompt; zero named Refersion. Rewardful was named by ten of the fourteen models and Refersion by eleven and Rewardful carries 19 labels and Refersion 17, so the shares are not directly comparable.
Named in four 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.
By framing
RewardfulFirst choices, of fourteen modelsRefersion
Across every category in the November 2026 Edition, Rewardful and Refersion were named in the same answer thirty-two times, of the 114 answers naming Rewardful and the 66 naming Refersion. In those answers Refersion took the first choice eight times and Rewardful three.
Every model, every framing
| 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 | | | |
Rewardful Refersion first choice named as an alternative argued againstblank: not namedEach cell is one answer, Rewardful on the left and Refersion on the right.The direct prompt
Neither was the first choice, one was named
1 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
13 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
Rewardful16%#1 of 13Refersion3%#7 of 13Rewardful0%#– of 10Refersion0%#– of 10What the models said about Rewardful
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
What the models said about Refersion
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.