Seven of fourteen models named Impartner PRM first on the direct prompt; zero named SproutLoud. Impartner PRM was named by thirteen of the fourteen models and SproutLoud by ten and Impartner PRM carries 45 labels and SproutLoud 16, 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 channel partner and local marketing page.
| 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“If you need to empower local partners with localized marketing and track compliance, SproutLoud is a top choice.” Mistral Small · comparative prompt · first choice
“My practical pick: SproutLoud / Ansira if you want flexibility and the ability to start small.” GPT-5.4 mini · budget prompt · first choice
“While SproutLoud and Mindmatrix are the primary pure-play TCMA leaders” MiniMax M2.5 · comparative 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.