Five of fourteen models named Channeltivity first on the direct prompt; two named Channelscaler. Channeltivity was named by twelve of the fourteen models and Channelscaler by fourteen and Channeltivity carries 30 labels and Channelscaler 51, so the shares are not directly comparable.
Named in four categories this edition.
San Mateo, United States, founded 2010. 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 Channelscaler were named in the same answer forty-seven times, of the 109 answers naming Channeltivity and the 161 naming Channelscaler. In those answers Channelscaler took the first choice two times and Channeltivity twelve.
| 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. Six of eight in this category shown.
“Stay away from platforms like Impartner, ZINFI, or ChannelScaler unless absolutely necessary” Qwen 3.7 Flash · budget prompt · hard negative
“Avoid enterprise PRMs such as Impartner, ZINFI, Allbound, or Salesforce PRM” Gemini 3.5 Flash · budget prompt · hard negative
“Be cautious with Channelscaler if you care about flexibility and modern features; ... calls out outdated-feeling features and limited customization.” GPT-5.4 mini · negative prompt · soft 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
“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
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.