Qobra vs Visdum
Two of fourteen models named Qobra first on the direct prompt; three named Visdum. Qobra was named by nine of the fourteen models and Visdum by eight and Qobra carries 24 labels and Visdum 14, so the shares are not 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
QobraFirst choices, of fourteen modelsVisdum
Across every category in the October 2026 Edition, Qobra and Visdum were named in the same answer seventeen times, of the 72 answers naming Qobra and the 41 naming Visdum. In those answers Visdum took the first choice one time and Qobra three.
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 | | |
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
2 of 14 modelsVisdum was named in the answer but not as the choice, or not at all.Visdum first, Qobra not the choice
3 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
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
5 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
Qobra7%#5 of 10Visdum7%#6 of 10Qobra6%#5 of 11Visdum4%#– of 11What 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 Visdum
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Everstage or Visdum offer the best combination of modern features, mid-market pricing, and fast implementation” Kimi K2 · direct prompt · first choice
“Visdum appears to offer the best balance of speed-to-value, ease of use, and mid-market specialization” MiniMax M2.5 · direct prompt · first choice
“Visdum and Xactly Incent are top choices due to their automation, integration, and scalability.” Mistral Small · direct 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.