Two of fourteen models named Impartner PRM first on the direct prompt; zero named Kiflo PRM. Impartner PRM was named by thirteen of the fourteen models and Kiflo PRM by seven and Impartner PRM carries 42 labels and Kiflo PRM 10, 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 channel partner and local marketing 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. One of one in this category shown.
“Best for: Large enterprise ecosystems where PRM + TCMA need to work together seamlessly... The most mature, deeply integrated PRM” DeepSeek V4 Flash · comparative 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.
“If you have $0/month to start: Go with PartnerPortal or Kiflo for a basic partner portal.” GLM 4.7 FlashX · budget prompt · first choice
“Partner Marketing Tool: Kiflo ... Designed specifically for SMBs and mid-market” GLM 4.7 FlashX · paraphrase 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.