Sales commissions and incentive compensation · September 2026 Edition
Sales Cookie vs QuotaPath
Zero of twelve models named Sales Cookie first on the direct prompt; one named QuotaPath. Sales Cookie was named by nine of the twelve models and QuotaPath by twelve and Sales Cookie carries 11 labels and QuotaPath 47, so the shares are not directly comparable.
Named in one category this edition.
Named in two categories this edition.
First-choice share8%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate9%6%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#6A position in a field of 13; printed, not drawn.
Labels1147A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Sales Cookie reading right to left. Rank and label count are printed, not drawn.CaptivateIQ was named alongside these two in eleven of the twelve direct answers. Everstage vs Sales Cookie · Everstage vs QuotaPath · CaptivateIQ vs Sales Cookie
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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
How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
Sales CookieFirst choices, of twelve modelsQuotaPath
Direct011 against Sales Cookie
Paraphrase00
Comparative02
Budget-constrained411 against QuotaPath
Scale-constrained00
Negative002 against QuotaPath
Bars are first choices, 0 to 12 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to twelve.
Every model, every framing
The seventy-two answers behind the chart above, one cell each: where Sales Cookie and QuotaPath stood in it.
| 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 | | |
Sales Cookie QuotaPath first choice named as an alternative argued againstblank: not namedEach cell is one answer, Sales Cookie on the left and QuotaPath on the right.The direct prompt
The plain question, one answer per model, grouped by where Sales Cookie and QuotaPath stood in it.
QuotaPath first, Sales Cookie not the choice
1 of 12 modelsSales Cookie was named in the answer but not as the choice, or not at all.MiniMax M2.5Everstage, QuotaPath alternatives: CaptivateIQ, Performio
Neither was the first choice, one was named
7 of 12 modelsThe answer put something else first and named one of the two as an alternative.Gemini 3.5 FlashEverstage alternatives: CaptivateIQ, Performio, QuotaPath, Salesforce Spiff
Grok 4.1 FastCaptivateIQ alternatives: Everstage, Performio, Qobra, QuotaPath, Salesforce Spiff, Visdum
Mistral SmallEverstage alternatives: CaptivateIQ, Qobra, QuotaPath, Visdum
DeepSeek V4 FlashEverstage alternatives: CaptivateIQ, QuotaPath, Salesforce Spiff
Qwen 3.7 FlashQobra alternatives: Everstage, QuotaPath
Kimi K2Everstage alternatives: CaptivateIQ, Qobra, QuotaPath
GLM 4.7 FlashXCaptivateIQ alternatives: Everstage, Performio, QuotaPath
Neither was named
4 of 12 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Qobra alternatives: CaptivateIQ, Everstage, Performio, Visdum
GPT-5.4 miniCaptivateIQ alternatives: Salesforce Spiff, Varicent, Xactly
Perplexity SonarQobra alternatives: CaptivateIQ
Llama 4 MaverickQobra alternatives: CaptivateIQ, Everstage, Salesforce Spiff
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
QuotaPath leads by fifty points.
QuotaPath54%#1 of 10Sales Cookie4%#6 of 10Mid-marketThe figures above
The order flips: Sales Cookie leads at mid-market.
Sales Cookie8%#5 of 13QuotaPath4%#6 of 13Enterprise
The order flips: QuotaPath leads at enterprise.
QuotaPath2%#9 of 10Sales Cookie0%#– of 10What the models said about Sales Cookie
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“simpler ones like Sales Cookie for smaller teams” Grok 4.1 Fast · direct prompt · soft negative
“Commissionly and Sales Cookie stand out as the most cost-effective options, particularly if you have a small team” Claude Haiku 4.5 · budget prompt · first choice
“Sales Cookie offers the best balance of features, affordability, and flexibility with no long-term commitment.” MiniMax M2.5 · budget prompt · first choice
“Sales Cookie if you want the best overall balance of affordability and functionality” 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. Five of five in this category shown.
“Be Cautious If: Your compensation structures involve complex data transformations... Lacking Calculation Depth” Gemini 3.5 Flash · negative prompt · soft negative
“Platform fee makes it ~$6K+/year for 10–20 reps (some call pricing "misleading")” Grok 4.1 Fast · budget prompt · soft negative
“Moderate Caution... reaches a ceiling as compensation plans grow in complexity” Kimi K2 · negative prompt · soft negative
“Commissionly or QuotaPath Growth offer the best balance of affordability, features, and transparent pricing.” GLM 4.7 FlashX · budget prompt · first choice
“Everstage and QuotaPath are frequently highlighted as top choices” MiniMax M2.5 · direct prompt · first choice
Also compared
Everstage vs Sales CookieEverstage vs QuotaPathCaptivateIQ vs Sales CookieCaptivateIQ vs QuotaPathQobra vs Sales CookieQobra vs QuotaPathCommissionly vs Sales CookieCommissionly vs QuotaPathSales Cookie vs PerformioSales Cookie vs VisdumQuotaPath vs PerformioQuotaPath vs VisdumAll twenty-eight head-to-head pages and the full commissions standing
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.