Zero of twelve models named PartnerStack first on the direct prompt; zero named Mindmatrix. PartnerStack was named by nine of the twelve models and Mindmatrix by eight and PartnerStack carries 11 labels and Mindmatrix 19, so the shares are not directly comparable.
Named in six categories this edition.
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 channel partner and local marketing 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. One of one in this category shown.
“PartnerStack if you're a B2B software company and want a partner ecosystem platform that's strong on scaling recruitment, management, and payouts” GPT-5.4 mini · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“TCMA module is often described as "the weakest leg"” Kimi K2 · negative prompt · hard negative
“without enterprise-level costs (typically $1,500–$5,000+/month for options like ... Mindmatrix)” Grok 4.1 Fast · budget prompt · soft negative
“a common user complaint centers on the platform's UI/UX, especially on mobile devices” Gemini 3.5 Flash · negative prompt · soft negative
“Best for: Comprehensive through-channel marketing automation (TCMA) and highly localized campaign execution.” Gemini 3.5 Flash · paraphrase prompt · first choice
“Best Value: Mindmatrix ... gives you a meaningful TCMA capability without jumping to enterprise-scale costs” DeepSeek V4 Flash · direct prompt · alternative
“The unified Partner Operating System combining PRM, TCMA, and Direct Sales Enablement.” Gemini 3.5 Flash · comparative 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.