One of fourteen models named PartnerStack first on the direct prompt; zero named ZINFI Unified Partner Management. Both were named by all fourteen models and PartnerStack carries 43 labels and ZINFI Unified Partner Management 34, so the shares are not directly comparable.
Named in five categories this edition.
Named in three 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 partner relationship management page.
Across every category in the October 2026 Edition, PartnerStack and ZINFI Unified Partner Management were named in the same answer eighty-three times, of the 419 answers naming PartnerStack and the 203 naming ZINFI Unified Partner Management. In those answers ZINFI Unified Partner Management took the first choice thirteen times and PartnerStack seven.
| 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. Three of three in this category shown.
“Avoid or be cautious with Impact and PartnerStack if your priority is to minimize commission-based costs on partner sales.” Perplexity Sonar · negative prompt · hard negative
“Impact and PartnerStack are two PRM platforms that may be worth avoiding due to their commission-based pricing models” Llama 4 Maverick · negative prompt · hard negative
“Avoid platforms that: 1. Charge percentage fees on your partner sales (Impact.com, PartnerStack)” Kimi K2 · negative prompt · hard negative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“What to Avoid on a Limited Budget” DeepSeek V4 Flash · budget prompt · hard negative
“Frequent complaints about slow portal performance, complex menus/navigation, and a steep learning curve.” Grok 4.1 Fast · negative prompt · soft negative
“Choose Impartner or ZINFI if you need a comprehensive, scalable channel platform” Kimi K2 · 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.