One of fourteen models named Xactly Incent first on the direct prompt; zero named Performio. Xactly Incent was named by fourteen of the fourteen models and Performio by twelve and Xactly Incent carries 46 labels and Performio 27, so the shares are not directly comparable.
By Xactly Corporation, San Jose, United States, founded 2005. Named in one category 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, Xactly Incent and Performio were named in the same answer fifty-one times, of the 142 answers naming Xactly Incent and the 75 naming Performio. In those answers Performio took the first choice three times and Xactly Incent eleven.
| 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 |
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 eight in this category shown.
“outdated interface that can feel clunky and unintuitive, with inadequate and cumbersome reporting features ... implementation is long and expensive” Claude Haiku 4.5 · negative prompt · hard negative
“Avoid older legacy tools like Xactly unless you have specific enterprise requirements.” Kimi K2 · direct prompt · hard negative
“Legacy technology issues: Users report clunky, confusing interfaces and slow loading times ... Despite these issues, it has decent overall ratings (4.2/5)” MiniMax M2.5 · negative prompt · soft negative
“Visdum and Xactly Incent are top choices due to their automation, integration, and scalability.” Mistral Small · direct prompt · first choice
“For most mid-sized B2B companies, Xactly and Varicent are the top choices” Mistral Small · paraphrase prompt · first choice
“For large, complex sales organizations: Xactly or Beqom” GLM 4.7 FlashX · comparative 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 4.1 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.