One of fourteen models named PartnerStack first on the direct prompt; one named Kiflo PRM. PartnerStack was named by fourteen of the fourteen models and Kiflo PRM by ten and PartnerStack carries 43 labels and Kiflo PRM 26, 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 Kiflo PRM were named in the same answer eighty-four times, of the 419 answers naming PartnerStack and the 128 naming Kiflo PRM. In those answers Kiflo PRM took the first choice twenty-eight times and PartnerStack thirteen.
| 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.
“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.