QuotaPath vs QCommission
One of fourteen models named QuotaPath first on the direct prompt; zero named QCommission. QuotaPath was named by fourteen of the fourteen models and QCommission by nine and QuotaPath carries 50 labels and QCommission 16, so the shares are not directly comparable.
Named in four 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 sales commissions and incentive compensation page.
By framing
QuotaPathFirst choices, of fourteen modelsQCommission
Across every category in the November 2026 Edition, QuotaPath and QCommission were named in the same answer forty-three times, of the 190 answers naming QuotaPath and the 54 naming QCommission. In those answers QCommission took the first choice eight times and QuotaPath ten.
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 4.20 | | | | | ||
| 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 | | | |
QuotaPath QCommission first choice named as an alternative argued againstblank: not namedEach cell is one answer, QuotaPath on the left and QCommission on the right.The direct prompt
QuotaPath first, QCommission not the choice
1 of 14 modelsQCommission was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
8 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
QuotaPath38%#1 of 12QCommission13%#4 of 12QuotaPath5%#5 of 13QCommission5%#7 of 13QuotaPath6%#6 of 10QCommission0%#– of 10What the models said about QuotaPath
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“Approach platforms like QuotaPath or Impact.com with caution if you need fast, transparent pricing, reliable integrations, or a simple user experience.” GLM 4.7 FlashX · negative prompt · soft negative
“its Growth plan has a $525/month platform fee ... so it may be too expensive for a small-budget buyer” GPT-6 Luna · budget prompt · soft negative
“Start with Sales Cookie (if you qualify for free) or QuotaPath for the best balance of low cost, good reviews, and features that scale with you.” Kimi K2 · budget prompt · first choice
“QuotaPath is the strongest default recommendation” DeepSeek V4 Flash · direct prompt · first choice
“QuotaPath is the go-to value pick for mid-market” DeepSeek V4 Flash · comparative prompt · first choice
What the models said about QCommission
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.