Zero of fourteen models named Marmind first on the direct prompt; zero named Uptempo. Marmind was named by seven of the fourteen models and Uptempo by eleven and Marmind carries 18 labels and Uptempo 25, so the shares are not directly comparable.
Named in one category 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 marketing resource management page.
Across every category in the November 2026 Edition, Marmind and Uptempo were named in the same answer nineteen times, of the 46 answers naming Marmind and the 62 naming Uptempo. In those answers Uptempo took the first choice two times and Marmind three.
| 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. Six of seven in this category shown.
“Consider Uptempo or Marmind only if: You have a dedicated Marketing Operations function” Kimi K2 · paraphrase prompt · soft negative
“More enterprise-leaning but viable if you need deep MRM” Grok 4.20 · scale prompt · soft negative
“Enterprise-leaning but viable for larger mid-market” Grok 4.20 · direct prompt · soft negative
“Best for top-down and bottom-up budget allocation, with strong budget tracking and revenue attribution... ideal for B2B companies with sophisticated planning needs.” Mistral Small · paraphrase prompt · first choice
“Marmind — Best All-in-One Solution ... Top Recommendation: Marketing Resource Management (MRM) Platform” GLM 4.7 FlashX · paraphrase prompt · first choice
“Marmind and Aprimo are true MRM platforms covering the full marketing lifecycle” GLM 4.7 FlashX · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“A strong candidate to avoid unless your organization has dedicated training support and budget” GLM 4.7 FlashX · negative prompt · hard negative
“Major offenders in this category historically include enterprise-tier solutions like Aprimo, Uptempo, and Plannuh” Kimi K2 · negative prompt · soft negative
“often have custom/enterprise pricing ($50+/user/month or more), making them unsuitable for limited budgets” Grok 4.20 · budget prompt · soft negative
“My pick: Uptempo, if you need one system for marketing plans, budgets, and a campaign calendar” GPT-6 Luna · paraphrase prompt · first choice
“the best overall recommendation is Uptempo” Perplexity Sonar · paraphrase prompt · first choice
“start with Uptempo and Aprimo” GPT-6 Luna · 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.