Zero of fourteen models named Everstage first on the direct prompt; one named Fullcast. Everstage was named by eleven of the fourteen models and Fullcast by twelve and Everstage carries 12 labels and Fullcast 24, so the shares are not directly comparable.
Named in four 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 territory and quota planning 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 4.1 Fast | ||||||
| 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.
No label in this category carried a quote.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“$20K–$60K/year. Not budget-friendly.” DeepSeek V4 Flash · budget prompt · hard negative
“Dedicated tools like Fullcast or Anaplan are powerful but start at custom quotes often >$10k/year—unsuitable for limited budgets.” Grok 4.1 Fast · budget prompt · soft negative
“the research suggests a dedicated territory engine (like Fullcast, BoogieBoard, or similar) paired with clean data may be a better fit” DeepSeek V4 Flash · negative prompt · first choice
“Fullcast stands out for AI‑driven territory design and native Salesforce plan‑to‑pay integration.” GLM 4.7 FlashX · comparative prompt · first choice
“Prioritize tools with quota-territory linkage (e.g., Fullcast for mid-market, Anaplan for enterprise)” Grok 4.1 Fast · negative 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.