Five of fourteen models named QuotaPath first on the direct prompt; zero named Performio. QuotaPath was named by fourteen of the fourteen models and Performio by twelve and QuotaPath carries 48 labels and Performio 27, so the shares are not directly comparable.
Named in two 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, QuotaPath and Performio were named in the same answer thirty-eight times, of the 179 answers naming QuotaPath and the 75 naming Performio. In those answers Performio took the first choice two times and QuotaPath 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Weak spots include an interface that feels dated, slow page loads with large datasets, occasional sync delays” Claude Haiku 4.5 · negative prompt · soft negative
“Enterprise tools like CaptivateIQ or Performio use custom (often high) pricing” Grok 4.20 · budget prompt · soft negative
“Who should avoid: Teams that need real-time commission visibility.” DeepSeek V4 Flash · negative prompt · soft negative
“Performio is the most balanced pick” Muse Glimmer 30B · paraphrase prompt · first choice
“Best For: Mid-market companies with highly complex, global, or multi-currency compensation structures.” Gemini 3.5 Flash · direct 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.