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Sales commissions and incentive compensation · November 2026 Edition

Sales Cookie vs QCommission

Zero of fourteen models named Sales Cookie first on the direct prompt; zero named QCommission. Sales Cookie was named by twelve of the fourteen models and QCommission by nine and Sales Cookie carries 15 labels and QCommission 16, so the shares are not directly comparable.

Sales Cookie

accepted challenger

Named in two categories this edition.

QCommission

accepted challenger

Named in one category this edition.

First-choice share13%5%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%19%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#7A position in a field of 13; printed, not drawn.
Labels1516A 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 fourteen of the fourteen direct answers. CaptivateIQ vs Sales Cookie · CaptivateIQ vs QCommission · Everstage vs Sales Cookie

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

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Sales CookieFirst choices, of fourteen modelsQCommission
Direct00
Paraphrase00
Comparative00
Budget-constrained73
Scale-constrained00
Negative003 against QCommission
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

Across every category in the November 2026 Edition, Sales Cookie and QCommission were named in the same answer twenty-four times, of the 53 answers naming Sales Cookie and the 54 naming QCommission. In those answers QCommission took the first choice seven times and Sales Cookie nine.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Sales Cookie and QCommission stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
Sales Cookie QCommission first choice named as an alternative argued againstblank: not namedEach cell is one answer, Sales Cookie on the left and QCommission on the right.

The direct prompt

The plain question, one answer per model, grouped by where Sales Cookie and QCommission stood in it.

Neither was named

14 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5CaptivateIQ alternatives: Performio, Qobra, Salesforce Spiff, Visdum
GPT-5.4 miniCaptivateIQ, Everstage alternatives: Performio, Qobra, Salesforce Spiff
Gemini 3.5 FlashCaptivateIQ alternatives: Everstage, Performio, QuotaPath, Salesforce Spiff
Perplexity SonarCaptivateIQ alternatives: Everstage, Salesforce Spiff, Visdum
Grok 4.20CaptivateIQ alternatives: Everstage, Performio, Salesforce Spiff
Mistral SmallCaptivateIQ, Everstage alternatives: QuotaPath, Salesforce Spiff
DeepSeek V4 FlashQuotaPath alternatives: CaptivateIQ, Performio, Salesforce Spiff
Llama 4 MaverickVisdum alternatives: CaptivateIQ, Qobra
Qwen 3.7 FlashCaptivateIQ alternatives: Everstage, Performio, Visdum, Xactly Incent
Kimi K2CaptivateIQ, Everstage alternatives: QuotaPath, Salesforce Spiff
GLM 4.7 FlashXCaptivateIQ, Everstage alternatives: QuotaPath, Salesforce Spiff, Xactly Incent
MiniMax M2.5CaptivateIQ alternatives: Everstage, Salesforce Spiff, Xactly Incent
GPT-6 LunaCaptivateIQ alternatives: QuotaPath, Salesforce Spiff
Muse Glimmer 30BCaptivateIQ alternatives: EasyComp, Everstage, Qobra, Visdum

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
Level: the same share of first choices.
Sales Cookie13%#3 of 12
QCommission13%#4 of 12
The full small business standing →
Mid-marketThe figures above
Sales Cookie leads by seven points.
Sales Cookie13%#3 of 13
QCommission5%#7 of 13
The full mid-market standing →
Enterprise
Level: the same share of first choices.
Sales Cookie0%#– of 10
QCommission0%#– of 10
The full enterprise standing →

What the models said about Sales Cookie

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.

“For most small companies with limited budgets, Sales Cookie is likely your best choice” GLM 4.7 FlashX · budget prompt · first choice
“Sales Cookie if you're a startup ... or want the best reputation/value balance” DeepSeek V4 Flash · budget prompt · first choice
“Start with Sales Cookie (if you qualify for free) or QuotaPath” Kimi K2 · budget 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
Also compared

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.