QuotaPath vs Commissionly
Five of fourteen models named QuotaPath first on the direct prompt; zero named Commissionly. QuotaPath was named by fourteen of the fourteen models and Commissionly by ten and QuotaPath carries 48 labels and Commissionly 12, 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 sales commissions and incentive compensation page.
By framing
QuotaPathFirst choices, of fourteen modelsCommissionly
Across every category in the October 2026 Edition, QuotaPath and Commissionly were named in the same answer forty-nine times, of the 179 answers naming QuotaPath and the 55 naming Commissionly. In those answers Commissionly took the first choice fifteen times and QuotaPath nineteen.
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 4.1 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 | | | |
QuotaPath Commissionly first choice named as an alternative argued againstblank: not namedEach cell is one answer, QuotaPath on the left and Commissionly on the right.The direct prompt
QuotaPath first, Commissionly not the choice
5 of 14 modelsCommissionly was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
6 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
QuotaPath47%#1 of 11Commissionly17%#3 of 11QuotaPath15%#3 of 10Commissionly10%#4 of 10QuotaPath4%#7 of 11Commissionly0%#– of 11What the models said about QuotaPath
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 4.1 Fast · budget prompt · first choice
What the models said about Commissionly
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Who should avoid: Companies with complex commission plans or those needing deep custom reporting.” DeepSeek V4 Flash · negative prompt · soft negative
“may not be suitable for larger teams or those with complex commission structures” Mistral Small · negative prompt · soft negative
“Commissionly and Sales Cookie are the top recommendations due to their low cost and simplicity” Mistral Small · budget prompt · first choice
“Commissionly is the most frequently recommended budget-friendly choice in 2025-2026 round-ups” Muse Glimmer 30B · budget prompt · first choice
“For a company with a limited budget, I'd recommend starting with Commissionly or Sales Cookie.” DeepSeek V4 Flash · 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.