Four of fourteen models named Everstage first on the direct prompt; one named Visdum. Everstage was named by fourteen of the fourteen models and Visdum by ten and Everstage carries 43 labels and Visdum 16, so the shares are not directly comparable.
Named in three categories this edition.
Named in three 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 November 2026 Edition, Everstage and Visdum were named in the same answer twenty-one times, of the 134 answers naming Everstage and the 33 naming Visdum. In those answers Visdum took the first choice four times and Everstage three.
| 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. Four of five in this category shown.
“SMB / Simple | QuotaPath, Visdum | Only if you have <10 comp plans and minimal complexity.” Kimi K2 · scale prompt · soft negative
“The best sales commission management platform for a mid-market B2B company is Visdum” Llama 4 Maverick · direct prompt · first choice
“Best overall on a tight budget: Visdum — strongest fit for small teams” GPT-5.4 mini · budget prompt · first choice
“Top Recommendation: Visdum Best Overall for Mid-Market Companies” GLM 4.7 FlashX · paraphrase 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.