Five of fourteen models named Channeltivity first on the direct prompt; two named Impartner PRM. Channeltivity was named by twelve of the fourteen models and Impartner PRM by fourteen and Channeltivity carries 30 labels and Impartner PRM 60, so the shares are not directly comparable.
Named in four 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 November 2026 Edition, Channeltivity and Impartner PRM were named in the same answer ninety times, of the 109 answers naming Channeltivity and the 342 naming Impartner PRM. In those answers Impartner PRM took the first choice twenty-two times and Channeltivity fifteen.
| 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.
“it has limitations in advanced commission management, deep customization, and ecosystem depth... proceed with caution” Grok 4.20 · negative prompt · soft negative
“user reviews frequently cite slow loading times and performance lags during data-heavy tasks” Muse Glimmer 30B · negative prompt · soft negative
“Channeltivity serves mid-market companies that want flexible partner portal software without enterprise complexity.” Claude Haiku 4.5 · paraphrase prompt · first choice
“Start with: JourneyBee or Channeltivity for the best balance of features, ease of use, and mid-market pricing.” GLM 4.7 FlashX · paraphrase prompt · first choice
“my starting pick for a traditional channel program with resellers, referral partners, or distributors” GPT-6 Luna · paraphrase 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.
“Several companies have reported implementing Impartner taking 6 months to a year while they paid for the platform and not actually using it.” Claude Haiku 4.5 · negative prompt · hard negative
“Avoid for Mid-Sized Unless Necessary - Salesforce Partner Cloud / Impartner: These are powerful but often overkill for mid-sized firms” Qwen 3.7 Flash · paraphrase prompt · hard negative
“Avoid unless you have the budget, internal administration, and implementation capacity to justify an enterprise deployment” Perplexity Sonar · negative prompt · hard negative
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.