Visdum vs Performio
Three of fourteen models named Visdum first on the direct prompt; zero named Performio. Visdum was named by eight of the fourteen models and Performio by twelve and Visdum carries 14 labels and Performio 27, so the shares are not directly comparable.
Named in three 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.
By framing
VisdumFirst choices, of fourteen modelsPerformio
Across every category in the October 2026 Edition, Visdum and Performio were named in the same answer fifteen times, of the 41 answers naming Visdum and the 75 naming Performio. In those answers Performio took the first choice zero times and Visdum one.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | | | ||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | | | | |||
| Perplexity Sonar | | | ||||
| Grok 4.1 Fast | | | | | | |
| 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 | |
Visdum Performio first choice named as an alternative argued againstblank: not namedEach cell is one answer, Visdum on the left and Performio on the right.The direct prompt
Visdum first, Performio not the choice
3 of 14 modelsPerformio was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
5 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
Performio6%#4 of 11Visdum4%#– of 11What the models said about Visdum
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
What the models said about Performio
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 4.1 Fast · 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.