Twelve of fourteen models named CaptivateIQ first on the direct prompt; zero named QCommission. CaptivateIQ was named by fourteen of the fourteen models and QCommission by nine and CaptivateIQ carries 57 labels and QCommission 16, so the shares are not directly comparable.
Named in one category 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.
Across every category in the November 2026 Edition, CaptivateIQ and QCommission were named in the same answer twenty-nine times, of the 155 answers naming CaptivateIQ and the 54 naming QCommission. In those answers QCommission took the first choice two times and CaptivateIQ two.
| 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. Six of eight in this category shown.
“Avoid enterprise tools like Spiff, Performio, or CaptivateIQ” DeepSeek V4 Flash · budget prompt · hard negative
“caution if you expect setup and reporting to be effortless. Review themes include complex setup and friction with reporting” GPT-6 Luna · negative prompt · soft negative
“Consider CaptivateIQ only if you have the resources to support a longer, more complex implementation.” Kimi K2 · paraphrase 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
“Best for mid-market to enterprise RevOps teams that need a no-code SmartGrid engine that can model virtually any compensation structure” Claude Haiku 4.5 · direct prompt · first choice
“For most mid-market B2B companies with complex comp structures, CaptivateIQ or Everstage would be the strongest starting points” GLM 4.7 FlashX · direct 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.