Zero of twelve models named Tapfiliate first on the direct prompt; zero named Amazon Associates. Tapfiliate was named by eleven of the twelve models and Amazon Associates by ten and Tapfiliate carries 22 labels and Amazon Associates 20, so the shares are not directly comparable.
Named in four categories this edition.
By Amazon Europe Core, Seattle, United States, founded 1994. Named in two 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 five in this category shown.
“Simpler, cheaper, but may lack enterprise depth” DeepSeek V4 Flash · scale prompt · soft negative
“If you are strictly focused on affiliate marketing and want a simpler, cost-effective setup, go with Tapfiliate.” Qwen 3.7 Flash · paraphrase prompt · first choice
“Start with a free trial of ReferralCandy or Tapfiliate. Both offer robust features at accessible prices” Qwen 3.7 Flash · budget prompt · first choice
“A strong all-around choice for small businesses... General small business/ecommerce: Tapfiliate” GPT-5.4 mini · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“What to Avoid: Amazon Associates - While free to join, commission rates are very low” Mistral Small · budget prompt · hard negative
“free for *publishers* promoting others' products but require setup fees (e.g., $500+) for companies hosting programs” Grok 4.1 Fast · budget prompt · soft negative
“Best for beginners; massive catalog, trusted brand” DeepSeek V4 Flash · negative prompt · first choice
“Amazon Associates - Best Overall Free Option” GLM 4.7 FlashX · budget prompt · first choice
“Amazon Associates (for general e-commerce)” GLM 4.7 FlashX · comparative 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.