CompUp vs QuotaPath
One of fourteen models named CompUp first on the direct prompt; zero named QuotaPath. CompUp was named by seven of the fourteen models and QuotaPath by eleven and CompUp carries 13 labels and QuotaPath 15, so the shares are not directly comparable.
Named in three 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.
By framing
CompUpFirst choices, of fourteen modelsQuotaPath
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 | | |
CompUp QuotaPath first choice named as an alternative argued againstblank: not namedEach cell is one answer, CompUp on the left and QuotaPath on the right.The direct prompt
CompUp first, QuotaPath not the choice
1 of 14 modelsQuotaPath 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
10 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
What the models said about CompUp
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“CompUp offers the best value at $3/employee/year with strong reviews and dedicated mid-market features.” MiniMax M2.5 · direct prompt · first choice
“Start with Aeqium (free) or CompUp (~$3/user/month) for general compensation planning.” Kimi K2 · budget prompt · first choice
“CompUp appears to be the best dedicated compensation-management option” Perplexity Sonar · budget prompt · first choice
What the models said about QuotaPath
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.