Zero of fourteen models named QuotaPath first on the direct prompt; one named Xactly. QuotaPath was named by eight of the fourteen models and Xactly by thirteen and QuotaPath carries 12 labels and Xactly 32, so the shares are not directly comparable.
Named in two categories this edition.
By Xactly Corporation, San Jose, United States, founded 2005. 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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“For the most cost-effective solution, QuotaPath offers the best value with transparent pricing and no hidden fees” Claude Haiku 4.5 · 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: Traditional enterprise platforms like Xactly ... they're overkill and overpriced for most mid-market needs.” Muse Glimmer 30B · negative prompt · hard negative
“Avoid going straight to enterprise suites like Xactly unless you need advanced modeling and have the budget” GPT-5.4 mini · budget prompt · hard negative
“considered overkill and overpriced for most mid-market companies” Mistral Small · negative prompt · hard negative
“If you're a mid-sized B2B company and want the safest "default" choice, start with Xactly.” GPT-5.4 mini · paraphrase prompt · first choice
“the best overall choice is usually Xactly” GPT-5.4 mini · direct prompt · first choice
“Xactly if by "SPM" you mean a broader suite for territory and quota planning, commissions, and forecasting” GPT-6 Luna · paraphrase 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.