Two of fourteen models named Channelscaler first on the direct prompt; one named Introw PRM. Channelscaler was named by fourteen of the fourteen models and Introw PRM by eleven and Channelscaler carries 51 labels and Introw PRM 17, so the shares are not directly comparable.
San Mateo, United States, founded 2010. Named in three categories this edition.
Named in one category 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.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | IP | |||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | IP | |||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | IP | |||||
| GLM 4.7 FlashX | IP | |||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B | IP |
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. 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 calls out outdated-feeling features and limited customization.”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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Introw (Top Pick for Most Mid-Market B2B SaaS/Tech Companies)” Grok 4.20 · direct prompt · first choice
“If you need free: Start with PartnerPortal's free tier or Introw's free 1-partner plan” Kimi K2 · budget prompt · alternative
“Alternatives if you need a different motion: Introw – modern, self-serve SMB platform.” Muse Glimmer 30B · budget prompt · alternative
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.