Five of fourteen models named Channeltivity first on the direct prompt; two named Kiflo PRM. Channeltivity was named by twelve of the fourteen models and Kiflo PRM by fourteen and Channeltivity carries 30 labels and Kiflo PRM 43, 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 Kiflo PRM were named in the same answer forty-seven times, of the 109 answers naming Channeltivity and the 148 naming Kiflo PRM. In those answers Kiflo PRM took the first choice sixteen times and Channeltivity four.
| 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. 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
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.