Two of fourteen models named Impartner PRM first on the direct prompt; one named Introw PRM. Impartner PRM was named by fourteen of the fourteen models and Introw PRM by eleven and Impartner PRM carries 60 labels and Introw PRM 17, so the shares are not directly comparable.
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 | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | IP | |||||
| 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. 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
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.