Six of fourteen models named Everstage first on the direct prompt; three named Visdum. Everstage was named by fourteen of the fourteen models and Visdum by eight and Everstage carries 42 labels and Visdum 14, so the shares are not directly comparable.
Named in four 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 October 2026 Edition, Everstage and Visdum were named in the same answer twenty-five times, of the 134 answers naming Everstage and the 41 naming Visdum. In those answers Visdum took the first choice two times and Everstage one.
| 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. Three of four in this category shown.
“Everstage or Visdum offer the best combination of modern features, mid-market pricing, and fast implementation” Kimi K2 · direct prompt · first choice
“Visdum appears to offer the best balance of speed-to-value, ease of use, and mid-market specialization” MiniMax M2.5 · direct prompt · first choice
“Visdum and Xactly Incent are top choices due to their automation, integration, and scalability.” Mistral Small · direct 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.