Sales commissions and incentive compensation · November 2026 Edition
Qobra vs QCommission
Zero of fourteen models named Qobra first on the direct prompt; zero named QCommission. Qobra was named by nine of the fourteen models and QCommission by nine and both carry 16 labels, so the shares below are directly comparable.
Named in three categories this edition.
Named in one category this edition.
First-choice share5%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#6#7A position in a field of 13; printed, not drawn.
Labels1616Equal, which is what makes the shares comparable.
The two percentage rows are drawn on one 0 to 100 track, Qobra 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 Qobra · CaptivateIQ vs QCommission · Everstage vs Qobra
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.
QobraFirst choices, of fourteen modelsQCommission
Direct00
Paraphrase10
Comparative00
Budget-constrained23
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.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Qobra and QCommission 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 4.20 | | |||||
| 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 | | | | |
Qobra QCommission first choice named as an alternative argued againstblank: not namedEach cell is one answer, Qobra on the left and QCommission on the right.The direct prompt
The plain question, one answer per model, grouped by where Qobra and QCommission stood in it.
Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5CaptivateIQ alternatives: Performio, Qobra, Salesforce Spiff, Visdum
GPT-5.4 miniCaptivateIQ, Everstage alternatives: Performio, Qobra, Salesforce Spiff
Llama 4 MaverickVisdum alternatives: CaptivateIQ, Qobra
Muse Glimmer 30BCaptivateIQ alternatives: EasyComp, Everstage, Qobra, Visdum
Neither was named
10 of 14 modelsThe answer made no first choice from these two in this category.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
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
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
QCommission leads by eleven points.
QCommission13%#4 of 12Qobra2%#8 of 12Mid-marketThe figures above
Level: the same share of first choices.
Qobra5%#6 of 13QCommission5%#7 of 13Enterprise
Level: the same share of first choices.
Qobra0%#– of 10QCommission0%#– of 10What the models said about Qobra
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Qobra is a comprehensive sales compensation platform that offers a free version and a starting price of $39.00/month.” Llama 4 Maverick · budget prompt · first choice
“Qobra is considered the best overall enterprise incentive compensation management tool” Llama 4 Maverick · paraphrase prompt · first choice
“The Best Overall Value: Qobra ... Why it's a top choice for limited budgets” Qwen 3.7 Flash · 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
CaptivateIQ vs QobraCaptivateIQ vs QCommissionEverstage vs QobraEverstage vs QCommissionSales Cookie vs QobraSales Cookie vs QCommissionVisdum vs QobraVisdum vs QCommissionQuotaPath vs QobraQuotaPath vs QCommissionQobra vs PerformioQCommission vs PerformioAll 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.