Qobra vs Visdum
Four of twelve models named Qobra first on the direct prompt; zero named Visdum. Qobra was named by eleven of the twelve models and Visdum by eleven and Qobra carries 41 labels and Visdum 23, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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
QobraFirst choices, of twelve modelsVisdum
Across every category in the September 2026 Edition, Qobra and Visdum were named in the same answer thirty-six times, of the 95 answers naming Qobra and the 53 naming Visdum. In those answers Visdum took the first choice one time and Qobra five.
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 4.1 Fast | | | | | | |
| Mistral Small | | | | |||
| DeepSeek V4 Flash | | | | |||
| Llama 4 Maverick | | |||||
| Qwen 3.7 Flash | | | | | ||
| Kimi K2 | | | | |||
| GLM 4.7 FlashX | | | | | ||
| MiniMax M2.5 | |
Qobra Visdum first choice named as an alternative argued againstblank: not namedEach cell is one answer, Qobra on the left and Visdum on the right.The direct prompt
Qobra first, Visdum an alternative
4 of 12 modelsVisdum was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
3 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
5 of 12 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
Qobra4%#4 of 10Visdum4%#5 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 four in this category shown.
“Qobra is best for mid-market and high-growth B2B companies (50-500 sales reps) prioritizing fast implementation, sales rep adoption, and RevOps agility.” Claude Haiku 4.5 · direct prompt · first choice
“Qobra - Best for mid-market and enterprise teams (50-5,000+ reps) that want a single commission tool trusted by Operations, Finance, and Sales.” Llama 4 Maverick · direct prompt · first choice
“Qobra | Fastest implementation (1-2 weeks), 95%+ rep adoption, AI-native features | You need speed and high adoption” Kimi K2 · scale prompt · first choice
What the models said about Visdum
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“What to Avoid on a Budget - Visdum, CaptivateIQ, Performio” Qwen 3.7 Flash · budget prompt · hard negative
“Higher entry (~$6K/year min); custom setup fee.” Grok 4.1 Fast · budget prompt · soft negative
“Visdum is the strongest pick for a tight budget ... start with Visdum” GPT-5.4 mini · budget prompt · first choice
“Visdum if finance-led operations and ASC 606 / audit-ready reporting are especially important” Perplexity Sonar · paraphrase prompt · alternative
“Visdum is a strong fit for high-growth mid-market businesses with complex commission structures” Claude Haiku 4.5 · direct prompt · alternative
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.