Four of fourteen models named CaptivateIQ first on the direct prompt; five named QuotaPath. Both were named by all fourteen models and CaptivateIQ carries 57 labels and QuotaPath 48, so the shares are not directly comparable.
Named in two 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.
Across every category in the October 2026 Edition, CaptivateIQ and QuotaPath were named in the same answer eighty-six times, of the 158 answers naming CaptivateIQ and the 179 naming QuotaPath. In those answers QuotaPath took the first choice twenty-eight times and CaptivateIQ fifteen.
| 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 seven in this category shown.
“usually out of the question due to high minimum user counts, steep monthly platform fees, and expensive implementation costs” Gemini 3.5 Flash · budget prompt · soft negative
“steeper learning curve than no-code alternatives, premium pricing (often 2-3x competitors for similar team sizes)” Claude Haiku 4.5 · negative prompt · soft negative
“CaptivateIQ (G2: ~4.7/5, but notable cons): - Issues: Steep learning curve for reporting/customization” Grok 4.20 · negative prompt · soft negative
“points to CaptivateIQ and Everstage as the top choices due to their balance of flexibility, implementation speed, and modern usability.” Qwen 3.7 Flash · direct prompt · first choice
“CaptivateIQ - A flexible ICM platform that centralizes incentive plan design, participant management, and payout calculation in one workflow.” Llama 4 Maverick · paraphrase prompt · first choice
“If you want a platform that offers the best balance of flexibility, finance control, and scalability, shortlist CaptivateIQ.” Gemini 3.5 Flash · paraphrase 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.
“Avoid QuotaPath if you have fewer than ~15 users, since the $525/month platform fee makes the total cost disproportionately high” DeepSeek V4 Flash · budget prompt · hard negative
“QuotaPath Growth is $35 per user per month + $525 monthly platform fee, which is overkill for a very limited budget” Muse Glimmer 30B · budget prompt · soft negative
“its current Growth plan lists a $525/month platform fee, billed annually, so I wouldn't call it the budget pick” GPT-6 Luna · budget prompt · soft negative
“QuotaPath — best for SMB and mid-market revenue teams that want faster setup, transparent pricing, and straightforward commission automation.” GPT-5.4 mini · comparative prompt · first choice
“If you want one name most 2026 guides cite as the default mid-market pick, it’s QuotaPath for transparency and speed” Muse Glimmer 30B · direct prompt · first choice
“QuotaPath stands out as one of the strongest options among sales commission management platforms” 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.