Zero of twelve models named Trackdesk first on the direct prompt; zero named Rewardful. Trackdesk was named by eight of the twelve models and Rewardful by nine and Trackdesk carries 10 labels and Rewardful 22, so the shares are not directly comparable.
Named in one category 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 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. Three of four in this category shown.
“the recommended affiliate program management tool for a mid-sized B2B company is Trackdesk, as it is considered the best mid-market balance” Llama 4 Maverick · paraphrase prompt · first choice
“If you have virtually no budget to start, GoAffPro or Trackdesk are excellent choices.” Claude Haiku 4.5 · budget prompt · first choice
“Choose Trackdesk if you care most about mid-market value, simplicity, and transparent pricing” Perplexity Sonar · direct prompt · alternative
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
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.