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Sales commissions and incentive compensation · October 2026 Edition

Qobra vs Performio

Two of fourteen models named Qobra first on the direct prompt; zero named Performio. Qobra was named by nine of the fourteen models and Performio by twelve and Qobra carries 24 labels and Performio 27, so the shares are not directly comparable.

Qobra

accepted challenger

Named in three categories this edition.

Performio

accepted challenger

Named in two categories this edition.

First-choice share7%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%15%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#8A position in a field of 10; printed, not drawn.
Labels2427A count; the two differ.
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 twelve of the fourteen direct answers. CaptivateIQ vs Qobra · CaptivateIQ vs Performio · 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 modelsPerformio
Direct20
Paraphrase11
Comparative00
Budget-constrained101 against Performio
Scale-constrained00
Negative003 against Performio
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, Qobra and Performio were named in the same answer twenty-five times, of the 72 answers naming Qobra and the 75 naming Performio. In those answers Performio took the first choice two times and Qobra one.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Qobra and Performio 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
Qobra Performio first choice named as an alternative argued againstblank: not namedEach cell is one answer, Qobra on the left and Performio on the right.

The direct prompt

The plain question, one answer per model, grouped by where Qobra and Performio stood in it.

Qobra first, Performio not the choice

2 of 14 modelsPerformio was named in the answer but not as the choice, or not at all.
Claude Haiku 4.5CaptivateIQ, Qobra alternatives: EasyComp, Everstage, Visdum
Grok 4.20Everstage, Qobra alternatives: CaptivateIQ, Salesforce Spiff, Visdum

Neither was the first choice, one was named

5 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Gemini 3.5 FlashCaptivateIQ alternatives: Everstage, Performio, QuotaPath, Salesforce Spiff
Perplexity SonarQuotaPath alternatives: CaptivateIQ, Performio, Qobra
DeepSeek V4 FlashEverstage, QuotaPath alternatives: Performio, Qobra
GLM 4.7 FlashXQuotaPath alternatives: CaptivateIQ, Everstage, Performio, Qobra
Muse Glimmer 30BQuotaPath alternatives: CaptivateIQ, Everstage, Qobra, Salesforce Spiff

Neither was named

7 of 14 modelsThe answer made no first choice from these two in this category.
GPT-5.4 miniCaptivateIQ, Everstage alternatives: Salesforce Spiff, Xactly Incent
Mistral SmallVisdum, Xactly Incent alternatives: CaptivateIQ, Forma.ai, QuotaPath
Llama 4 MaverickQuotaPath
Qwen 3.7 FlashCaptivateIQ, Everstage
Kimi K2Everstage, Visdum alternatives: CaptivateIQ, QuotaPath
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
Level: the same share of first choices.
Qobra0%#6 of 11
Performio0%#– of 11
The full small business standing →
Mid-marketThe figures above
Qobra leads by five points.
Qobra7%#5 of 10
Performio2%#8 of 10
The full mid-market standing →
Enterprise
Level: the same share of first choices.
Qobra6%#5 of 11
Performio6%#4 of 11
The full enterprise standing →

What the models said about Qobra

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

“Qobra leads in implementation speed (7-14 days) and sales rep adoption (95%+), making it ideal for growth-stage B2B companies” Claude Haiku 4.5 · direct prompt · first choice
“is likely to be one of the following options: 1. Qobra” Llama 4 Maverick · budget prompt · first choice
“I'd recommend starting with Qobra or Everstage” GLM 4.7 FlashX · paraphrase prompt · first choice

What the models said about Performio

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

“Weak spots include an interface that feels dated, slow page loads with large datasets, occasional sync delays” Claude Haiku 4.5 · negative prompt · soft negative
“Enterprise tools like CaptivateIQ or Performio use custom (often high) pricing” Grok 4.20 · budget prompt · soft negative
“Who should avoid: Teams that need real-time commission visibility.” DeepSeek V4 Flash · negative prompt · soft negative
“Performio is the most balanced pick” Muse Glimmer 30B · paraphrase prompt · first choice
“Best For: Mid-market companies with highly complex, global, or multi-currency compensation structures.” Gemini 3.5 Flash · direct prompt · alternative
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.