Zero of fourteen models named QuotaPath first on the direct prompt; zero named Varicent Territory and Quota Planning. QuotaPath was named by eleven of the fourteen models and Varicent Territory and Quota Planning by eleven and QuotaPath carries 25 labels and Varicent Territory and Quota Planning 23, 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 4.20 | ||||||
| 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. Three of three in this category shown.
“Tools such as CaptivateIQ, QuotaPath, and similar products may calculate payouts well but can be lighter on territory design and scenario modeling.” Perplexity Sonar · negative prompt · soft negative
“Be Cautious With: SMB-Specific Tools (e.g., QuotaPath) ... reviews indicate specific friction points regarding integration and complexity” GLM 4.7 FlashX · negative prompt · soft negative
“If your main goal is setting quotas and tracking payouts, start a free trial with QuotaPath.” Gemini 3.5 Flash · budget 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.
“Avoid initially: CaptivateIQ, Fullcast, Anaplan, and Varicent.” Perplexity Sonar · budget prompt · hard negative
“Avoid | BoogieBoard Max, eSpatial Advanced, Varicent” Qwen 3.7 Flash · budget prompt · hard negative
“Varicent reviews frequently note they're powerful but have a steep learning curve and are overkill for basic territory planning” DeepSeek V4 Flash · negative prompt · soft negative
“1. Varicent (formerly IBM SPM) Comprehensive SPM suite with strong territory optimization, quota modeling, AI-driven planning” Grok 4.20 · comparative prompt · first choice
“Need quotas, territories, capacity, and compensation connected? Start with Varicent or Xactly.” GPT-6 Luna · comparative prompt · first choice
“SPM suites like CaptivateIQ or Varicent often emerge as sweet spots” Grok 4.20 · scale 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.