Four of fourteen models named Everstage first on the direct prompt; zero named QCommission. Everstage was named by fourteen of the fourteen models and QCommission by nine and Everstage carries 43 labels and QCommission 16, so the shares are not directly comparable.
Named in three 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 sales commissions and incentive compensation 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. Four of four in this category shown.
“Everstage lacks the advanced functionality needed to manage large scale incentive plans” Claude Haiku 4.5 · negative prompt · soft negative
“Mid-Market Sweet Spot | CaptivateIQ, Everstage, Performio, Salesforce Spiff | Best balance of flexibility, speed-to-implement, and scale.” Kimi K2 · scale prompt · first choice
“Choose Everstage if you want a no-code, mid-market platform with strong rep dashboards and AI forecasting.” Kimi K2 · comparative prompt · first choice
“If you want a user-friendly, fast-to-implement tool with strong rep transparency, choose Everstage.” Mistral Small · paraphrase 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.
“Limited integrations — notably doesn't integrate with Salesforce or many popular CRMs, which is a major limitation” DeepSeek V4 Flash · negative prompt · soft negative
“Older versions of QCommission... often designed around manual CSV imports rather than real-time API syncing” Qwen 3.7 Flash · negative prompt · soft negative
“Customization and data import limits come up in verified Capterra reviews.” Muse Glimmer 30B · negative prompt · soft negative
“QCommission - Best Overall Value ... For the tightest budget, QCommission at $17/month offers the lowest entry point” MiniMax M2.5 · budget prompt · first choice
“QCommission if you need the absolute lowest cost per user” DeepSeek V4 Flash · budget prompt · first choice
“Top Recommendation: QCommission” 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.