Seven of fourteen models named Impartner PRM first on the direct prompt; zero named PartnerStack. Impartner PRM was named by thirteen of the fourteen models and PartnerStack by twelve and Impartner PRM carries 45 labels and PartnerStack 17, so the shares are not directly comparable.
Named in three categories this edition.
Named in five 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 channel partner and local marketing page.
Across every category in the November 2026 Edition, Impartner PRM and PartnerStack were named in the same answer 154 times, of the 342 answers naming Impartner PRM and the 439 naming PartnerStack. In those answers PartnerStack took the first choice twenty times and Impartner PRM forty-five.
| 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. Four of five in this category shown.
“three vendors show the most consistent negative signals right now ... "recurring concerns include setup complexity, hard-coded configuration, reporting limitations"” Muse Glimmer 30B · negative prompt · hard negative
“Impartner (Strong Overall Leader for Mid-Market B2B) ... Consistently ranks #1 in G2's Partner Management and Through-Channel Marketing categories” Grok 4.20 · direct prompt · first choice
“Best For: Mid-market companies looking for an industry-leading, highly scalable platform with strong marketing and deal-attribution capabilities.” Gemini 3.5 Flash · direct prompt · first choice
“The Top Contender: Impartner ... the market leader for the mid-market ($50M–$500M revenue) is typically Impartner or Zift Solutions” Qwen 3.7 Flash · direct prompt · first choice
No label in this category carried a quote.
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.