Visdum vs Qobra
One of fourteen models named Visdum first on the direct prompt; zero named Qobra. Visdum was named by ten of the fourteen models and Qobra by nine and both carry 16 labels, so the shares below are directly comparable.
Named in three categories this edition.
Named in three categories this edition.
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
VisdumFirst choices, of fourteen modelsQobra
Across every category in the November 2026 Edition, Visdum and Qobra were named in the same answer seven times, of the 33 answers naming Visdum and the 39 naming Qobra. In those answers Qobra took the first choice two times and Visdum two.
Every model, every framing
| 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 | | |
Visdum Qobra first choice named as an alternative argued againstblank: not namedEach cell is one answer, Visdum on the left and Qobra on the right.The direct prompt
Visdum first, Qobra an alternative
1 of 14 modelsQobra was named in the answer but not as the choice, or not at all.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.Neither was named
8 of 14 modelsThe answer made no first choice from these two in this category.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
What the models said about Visdum
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“SMB / Simple | QuotaPath, Visdum | Only if you have <10 comp plans and minimal complexity.” Kimi K2 · scale prompt · soft negative
“The best sales commission management platform for a mid-market B2B company is Visdum” Llama 4 Maverick · direct prompt · first choice
“Best overall on a tight budget: Visdum — strongest fit for small teams” GPT-5.4 mini · budget prompt · first choice
“Top Recommendation: Visdum Best Overall for Mid-Market Companies” GLM 4.7 FlashX · paraphrase prompt · first choice
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 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
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.