PartnerStack vs Amazon Associates
Eleven of twelve models named PartnerStack first on the direct prompt; zero named Amazon Associates. PartnerStack was named by twelve of the twelve models and Amazon Associates by ten and PartnerStack carries 45 labels and Amazon Associates 20, so the shares are not directly comparable.
Named in six 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.
By framing
PartnerStackFirst choices, of twelve modelsAmazon Associates
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 | | | | |
PartnerStack Amazon Associates first choice named as an alternative argued againstblank: not namedEach cell is one answer, PartnerStack on the left and Amazon Associates on the right.The direct prompt
PartnerStack first, Amazon Associates not the choice
11 of 12 modelsAmazon Associates was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
1 of 12 modelsThe answer put something else first and named one of the two as an alternative.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
PartnerStack23%#2 of 13Amazon Associates0%#11 of 13PartnerStack42%#1 of 13Amazon Associates2%#6 of 13PartnerStack34%#2 of 10Amazon Associates0%#– of 10What the models said about PartnerStack
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Enterprise platforms (PartnerStack, Impact) - Start at $1,000+/month” Mistral Small · budget prompt · hard negative
“For most mid-market B2B companies, PartnerStack offers the best combination of B2B-specific features, partner marketplace access, and scalability.” Mistral Small · direct prompt · first choice
“Particularly dominant if your company is B2B / SaaS. Excellent for managing affiliates, referral partners, and reseller channels under one roof” Gemini 3.5 Flash · scale prompt · first choice
“The Gold Standard: PartnerStack ... widely regarded as the leading platform built specifically for B2B SaaS and tech companies” Gemini 3.5 Flash · direct prompt · first choice
What the models said about Amazon Associates
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.