Rewardful vs Refersion
Zero of twelve models named Rewardful first on the direct prompt; zero named Refersion. Rewardful was named by nine of the twelve models and Refersion by eleven and Rewardful carries 22 labels and Refersion 17, so the shares are not directly comparable.
Named in four 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.
By framing
RewardfulFirst choices, of twelve modelsRefersion
Across every category in the September 2026 Edition, Rewardful and Refersion were named in the same answer twenty-eight times, of the 92 answers naming Rewardful and the 61 naming Refersion. In those answers Refersion took the first choice three times and Rewardful four.
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 4.1 Fast | | | | |||
| Mistral Small | | | | |||
| DeepSeek V4 Flash | | | | | | |
| Llama 4 Maverick | | |||||
| Qwen 3.7 Flash | | |||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | | |||||
| MiniMax M2.5 | | |
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
3 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
9 of 12 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
Rewardful10%#3 of 13Refersion2%#5 of 13Rewardful2%#5 of 13Refersion2%#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 five in this category shown.
“you should bypass entry-level tools (like Rewardful or basic Shopify apps)” Gemini 3.5 Flash · scale prompt · soft negative
“Best if you're a SaaS or subscription business... launch quickly without a huge platform cost.” GPT-5.4 mini · budget prompt · first choice
“reputable third-party tracking platform (like Rewardful, Tapfiliate, or PartnerStack) which guarantees objective tracking” Gemini 3.5 Flash · negative prompt · alternative
“If you're primarily running an affiliate program on Stripe/Paddle, Rewardful offers simplicity and quick setup.” Claude Haiku 4.5 · paraphrase prompt · alternative
What the models said about Refersion
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.