Six of fourteen models named Everstage first on the direct prompt; five named QuotaPath. Both were named by all fourteen models and Everstage carries 42 labels and QuotaPath 48, so the shares are not directly comparable.
Named in four categories this edition.
Named in two categories 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 sales commissions and incentive compensation page.
Across every category in the October 2026 Edition, Everstage and QuotaPath were named in the same answer seventy-six times, of the 134 answers naming Everstage and the 179 naming QuotaPath. In those answers QuotaPath took the first choice twenty-six times and Everstage seven.
| 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. Five of six in this category shown.
“Complex navigation: Users find it cumbersome to access data... CRM sync delays” MiniMax M2.5 · negative prompt · soft negative
“Issues: Occasional CRM sync delays ... opaque pricing” Grok 4.20 · negative prompt · soft negative
“Known for a modern, sleek UI, highly responsive customer support, and no-code plan building. Very popular for mid-market SaaS companies.” Gemini 3.5 Flash · scale prompt · first choice
“Everstage is also a very strong pick if your priority is self-serve admin, faster implementation, and rep-facing usability” GPT-5.4 mini · direct prompt · first choice
“Everstage or Visdum offer the best combination of modern features, mid-market pricing, and fast implementation” Kimi K2 · direct 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.
“Avoid QuotaPath if you have fewer than ~15 users, since the $525/month platform fee makes the total cost disproportionately high” DeepSeek V4 Flash · budget prompt · hard negative
“QuotaPath Growth is $35 per user per month + $525 monthly platform fee, which is overkill for a very limited budget” Muse Glimmer 30B · budget prompt · soft negative
“its current Growth plan lists a $525/month platform fee, billed annually, so I wouldn't call it the budget pick” GPT-6 Luna · budget prompt · soft negative
“QuotaPath — best for SMB and mid-market revenue teams that want faster setup, transparent pricing, and straightforward commission automation.” GPT-5.4 mini · comparative prompt · first choice
“If you want one name most 2026 guides cite as the default mid-market pick, it’s QuotaPath for transparency and speed” Muse Glimmer 30B · direct prompt · first choice
“QuotaPath stands out as one of the strongest options among sales commission management platforms” Grok 4.20 · budget 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.