Sales commissions and incentive compensation · October 2026 Edition
QuotaPath vs Xactly Incent
Five of fourteen models named QuotaPath first on the direct prompt; one named Xactly Incent. Both were named by all fourteen models and QuotaPath carries 48 labels and Xactly Incent 46, so the shares are not directly comparable.
Named in two categories this edition.
By Xactly Corporation, San Jose, United States, founded 2005. Named in one category this edition.
First-choice share15%3%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate10%48%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#7A position in a field of 10; printed, not drawn.
Labels4846A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, QuotaPath reading right to left. Rank and label count are printed, not drawn.CaptivateIQ was named alongside these two in twelve of the fourteen direct answers. CaptivateIQ vs QuotaPath · CaptivateIQ vs Xactly Incent · Everstage vs QuotaPath
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.
QuotaPathFirst choices, of fourteen modelsXactly Incent
Direct514 against Xactly Incent
Paraphrase112 against Xactly Incent
Comparative213 against Xactly Incent
Budget-constrained304 against QuotaPath · 3 against Xactly Incent
Scale-constrained002 against Xactly Incent
Negative001 against QuotaPath · 8 against Xactly Incent
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 October 2026 Edition, QuotaPath and Xactly Incent were named in the same answer sixty times, of the 179 answers naming QuotaPath and the 142 naming Xactly Incent. In those answers Xactly Incent took the first choice three times and QuotaPath seventeen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where QuotaPath and Xactly Incent 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 | | | | | ||
| GPT-6 Luna | | | | | ||
| Muse Glimmer 30B | | | | | |
QuotaPath Xactly Incent first choice named as an alternative argued againstblank: not namedEach cell is one answer, QuotaPath on the left and Xactly Incent on the right.The direct prompt
The plain question, one answer per model, grouped by where QuotaPath and Xactly Incent stood in it.
QuotaPath first, Xactly Incent not the choice
5 of 14 modelsXactly Incent was named in the answer but not as the choice, or not at all.Perplexity SonarQuotaPath alternatives: CaptivateIQ, Performio, Qobra
DeepSeek V4 FlashEverstage, QuotaPath alternatives: Performio, Qobra
Llama 4 MaverickQuotaPath
GLM 4.7 FlashXQuotaPath alternatives: CaptivateIQ, Everstage, Performio, Qobra
Muse Glimmer 30BQuotaPath alternatives: CaptivateIQ, Everstage, Qobra, Salesforce Spiff
Xactly Incent first, QuotaPath an alternative
1 of 14 modelsQuotaPath was named in the answer but not as the choice, or not at all.Mistral SmallVisdum, Xactly Incent alternatives: CaptivateIQ, Forma.ai, QuotaPath
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.GPT-5.4 miniCaptivateIQ, Everstage alternatives: Salesforce Spiff, Xactly Incent
Gemini 3.5 FlashCaptivateIQ alternatives: Everstage, Performio, QuotaPath, Salesforce Spiff
Kimi K2Everstage, Visdum alternatives: CaptivateIQ, QuotaPath
Neither was named
5 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5CaptivateIQ, Qobra alternatives: EasyComp, Everstage, Visdum
Grok 4.1 FastEverstage, Qobra alternatives: CaptivateIQ, Salesforce Spiff, Visdum
Qwen 3.7 FlashCaptivateIQ, Everstage
MiniMax M2.5Visdum alternatives: CaptivateIQ
GPT-6 LunaEverstage alternatives: CaptivateIQ, 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 forty-seven points.
QuotaPath47%#1 of 11Xactly Incent0%#11 of 11Mid-marketThe figures above
QuotaPath leads by eleven points.
QuotaPath15%#3 of 10Xactly Incent3%#7 of 10Enterprise
The order flips: Xactly Incent leads at enterprise.
Xactly Incent28%#1 of 11QuotaPath4%#7 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 Xactly Incent
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“outdated interface that can feel clunky and unintuitive, with inadequate and cumbersome reporting features ... implementation is long and expensive” Claude Haiku 4.5 · negative prompt · hard negative
“Avoid older legacy tools like Xactly unless you have specific enterprise requirements.” Kimi K2 · direct prompt · hard negative
“Legacy technology issues: Users report clunky, confusing interfaces and slow loading times ... Despite these issues, it has decent overall ratings (4.2/5)” MiniMax M2.5 · negative prompt · soft negative
“Visdum and Xactly Incent are top choices due to their automation, integration, and scalability.” Mistral Small · direct prompt · first choice
“For most mid-sized B2B companies, Xactly and Varicent are the top choices” Mistral Small · paraphrase prompt · first choice
“For large, complex sales organizations: Xactly or Beqom” GLM 4.7 FlashX · comparative prompt · first choice
Also compared
CaptivateIQ vs QuotaPathCaptivateIQ vs Xactly IncentEverstage vs QuotaPathEverstage vs Xactly IncentQuotaPath vs CommissionlyQuotaPath vs QobraQuotaPath vs VisdumQuotaPath vs PerformioCommissionly vs Xactly IncentQobra vs Xactly IncentVisdum vs Xactly IncentXactly Incent 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.