Three of fourteen models named Mindmatrix first on the direct prompt; zero named PartnerStack. Mindmatrix was named by eleven of the fourteen models and PartnerStack by nine and Mindmatrix carries 23 labels and PartnerStack 15, so the shares are not directly comparable.
Named in two categories this edition.
Named in five categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen 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 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
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. Six of eight in this category shown.
“Platforms to Be Cautious About ... Mindmatrix (PRM / TCM) ... Difficult setup and slow implementation” DeepSeek V4 Flash · negative prompt · hard negative
“often flag a steep learning curve, slow load times when rendering digital marketing assets, and a clunky mobile interface” Gemini 3.5 Flash · negative prompt · soft negative
“These specialized platforms typically target mid-market to enterprise companies... Mindmatrix (From $499/month)” MiniMax M2.5 · budget prompt · soft negative
“Mindmatrix: Best All-in-One "Partner Operating System"... highly favored in the mid-market because it consolidates PRM... TCMA... into a single platform” Gemini 3.5 Flash · direct prompt · first choice
“Mindmatrix is the standout choice. It delivers the most complete TCMA functionality at an SMB-friendly price point” DeepSeek V4 Flash · budget prompt · first choice
“PRM platforms like Mindmatrix and PartnerFleet are highly recommended for mid-market and enterprise teams” Mistral Small · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“sales and commissions are not being tracked correctly on PartnerStack, with tests showing it did not process a single commission” Claude Haiku 4.5 · negative prompt · hard negative
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.