Two of fourteen models named Kiflo PRM first on the direct prompt; zero named PartnerStack. Both were named by all fourteen models and Kiflo PRM carries 43 labels and PartnerStack 52, 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 November 2026 Edition, Kiflo PRM and PartnerStack were named in the same answer ninety-five times, of the 148 answers naming Kiflo PRM and the 439 naming PartnerStack. In those answers PartnerStack took the first choice fourteen times and Kiflo PRM thirty-eight.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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. Five of five in this category shown.
“Be cautious with Kiflo if your stack depends heavily on CRM integrations... recent summaries mention integration issues and complexity.” GPT-5.4 mini · negative prompt · soft negative
“While slightly more expensive than PartnerPortal, these platforms offer sophisticated workflows” Qwen 3.7 Flash · budget prompt · soft negative
“For most mid-sized B2B companies in 2025–2026, Kiflo offers the best balance of features, ease of use, and price.” Qwen 3.7 Flash · paraphrase prompt · first choice
“Start with Allbound or Kiflo if you want a purpose-built mid-market solution” Kimi K2 · direct prompt · first choice
“I'd recommend Allbound or Kiflo PRM as the best starting points” MiniMax M2.5 · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“PartnerStack: It has a high negative share on labels, with 35% of labels being negative” Llama 4 Maverick · negative prompt · hard negative
“stick to platforms that specialize specifically in the channel workflow (like PartnerStack, Reselling.io, Allbound, or Salesforce Commerce Cloud)” Qwen 3.7 Flash · negative 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.