Two of fourteen models named Impartner PRM first on the direct prompt; one named PartnerStack. Both were named by all fourteen models and Impartner PRM carries 57 labels and PartnerStack 43, so the shares are not directly comparable.
Named in three 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 partner relationship management page.
Across every category in the October 2026 Edition, Impartner PRM and PartnerStack were named in the same answer 141 times, of the 315 answers naming Impartner PRM and the 419 naming PartnerStack. In those answers PartnerStack took the first choice seventeen times and Impartner PRM forty-one.
| 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 seven in this category shown.
“Avoid if budget is tight: ... Impartner PRM are typically much more expensive” GPT-5.4 mini · budget prompt · hard negative
“What to Avoid on a Limited Budget ... typically cost $20,000–$40,000+ per year” DeepSeek V4 Flash · budget prompt · hard negative
“typically run $1,000+/month, making them unsuitable for limited budgets” Kimi K2 · budget prompt · hard negative
“Known for its comprehensive features, including partner onboarding, enablement, and performance tracking, making it suitable for mid-sized to enterprise B2B companies.” Mistral Small · paraphrase prompt · first choice
“The enterprise powerhouse... Choose Impartner or ZINFI if you run a traditional, highly structured global distribution or reseller network” Gemini 3.5 Flash · comparative prompt · first choice
“Impartner is often described as the SAP of PRMs—highly robust... It is highly recommended if you rely heavily on Salesforce” Qwen 3.7 Flash · direct prompt · first choice
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
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.