Zero of fourteen models named QuotaPath first on the direct prompt; one named Lative. QuotaPath was named by eleven of the fourteen models and Lative by nine and QuotaPath carries 25 labels and Lative 13, 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 seven in this category shown.
“Other options include Pigment, Lative, and Anaplan, but they may be more expensive or have more complex pricing structures.” Llama 4 Maverick · budget prompt · soft negative
“From $5,000/year (up to 20 reps) | Tying territory design directly to quota and rep capacity” Kimi K2 · budget prompt · soft negative
“Lative (from ~$5k/year but scalable)” Grok 4.20 · budget prompt · soft negative
“CaptivateIQ Planning and Lative are the top choices” Mistral Small · direct prompt · first choice
“Coverage-based planning around your reps, fast, affordable ($5K/yr) | If you need to start small and simple” DeepSeek V4 Flash · scale prompt · alternative
“Lative (~$5,000/yr) — it uniquely connects territory design to actual rep capacity and quota fairness” Qwen 3.7 Flash · budget prompt · alternative
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.