Four of twelve models named JourneyBee first on the direct prompt; zero named Impartner. JourneyBee was named by eleven of the twelve models and Impartner by twelve and JourneyBee carries 22 labels and Impartner 34, 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 twelve 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 September 2026 Edition, JourneyBee and Impartner were named in the same answer fifty-three times, of the 94 answers naming JourneyBee and the 198 naming Impartner. In those answers Impartner took the first choice twelve times and JourneyBee nine.
| 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 |
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.
“my top recommendation is Journeybee if you want a modern PRM with fast deployment, strong automation, and mid-market fit” Perplexity Sonar · paraphrase 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.
“Best for: Large, structured enterprise channel organizations needing full-funnel automation ... Enterprise reseller/channel program with a big budget? → Impartner or ZINFI” DeepSeek V4 Flash · comparative prompt · first choice
“or Impartner if you want a more dedicated partner-management platform” GPT-5.4 mini · 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.