Two of twelve models named impact.com first on the direct prompt; zero named Trackdesk. impact.com was named by eleven of the twelve models and Trackdesk by eight and impact.com carries 43 labels and Trackdesk 10, so the shares are not directly comparable.
Named in six categories this edition.
Named in one category 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. Five of five in this category shown.
“Avoid joining massive networks like Awin, CJ Affiliate, or Impact.com early on” Gemini 3.5 Flash · budget prompt · hard negative
“Enterprise platforms (PartnerStack, Impact) - Start at $1,000+/month” Mistral Small · budget prompt · hard negative
“The industry giant for enterprise partnerships. Incredible automation, contract management, and influencer integrations, though pricing can be premium” Gemini 3.5 Flash · scale prompt · first choice
“A Mid-Market/Enterprise DTC Brand | Impact.com | Centralizes traditional affiliates, influencers, and creators with modern tracking.” Gemini 3.5 Flash · comparative prompt · first choice
“Impact.com is the strongest all-around choice if you want one platform to manage multiple partner types at scale” Perplexity Sonar · direct prompt · first choice
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
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.