Two of fourteen models named CaptivateIQ first on the direct prompt; zero named QuotaPath. CaptivateIQ was named by eight of the fourteen models and QuotaPath by eleven and CaptivateIQ carries 12 labels and QuotaPath 15, so the shares are not directly comparable.
Named in two categories 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 compensation management page.
Across every category in the November 2026 Edition, CaptivateIQ and QuotaPath were named in the same answer nineteen times, of the 63 answers naming CaptivateIQ and the 41 naming QuotaPath. In those answers QuotaPath took the first choice zero times and CaptivateIQ 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. Four of five in this category shown.
“dedicated enterprise tools (like Beqom, Workday Compensation, or CaptivateIQ) are usually cost-prohibitive and overly complex” Gemini 3.5 Flash · budget prompt · soft negative
“CaptivateIQ (Best overall for mid-market B2B sales teams)” Gemini 3.5 Flash · direct prompt · first choice
“CaptivateIQ is my default pick for a mid-market B2B company” GPT-6 Luna · direct prompt · first choice
“Add an ICM Platform (CaptivateIQ, QuotaPath) if: Your finance or sales ops team is losing days every month calculating sales commissions” Gemini 3.5 Flash · comparative prompt · alternative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“includes options like QuotaPath, Compease by HR Performance Solutions, and Leapsome” Llama 4 Maverick · budget prompt · first choice
“Sales commissions & AI planning | QuotaPath” GLM 4.7 FlashX · comparative prompt · first choice
“Offers AI-powered, dynamic commission plans and is noted for being affordable, making it a strong choice for smaller teams” Mistral Small · budget 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.