Two of fourteen models named Impartner PRM first on the direct prompt; one named Kiflo PRM. Impartner PRM was named by fourteen of the fourteen models and Kiflo PRM by ten and Impartner PRM carries 57 labels and Kiflo PRM 26, so the shares are not directly comparable.
Named in three 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, Impartner PRM and Kiflo PRM were named in the same answer seventy-six times, of the 315 answers naming Impartner PRM and the 128 naming Kiflo PRM. In those answers Kiflo PRM took the first choice nineteen times and Impartner PRM eleven.
| 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.
“G2 reviewers have flagged integration and automation gaps; test your actual CRM sync, commission rules, and account setup” GPT-6 Luna · negative prompt · soft negative
“A PRM built for small to medium-sized businesses launching or scaling their first partner program... exceptionally easy to set up and use” Llama 4 Maverick · paraphrase prompt · first choice
“noted as the best choice for mid-market companies seeking quick ROI” Claude Haiku 4.5 · direct 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.