QuotaPath vs Visdum
One of twelve models named QuotaPath first on the direct prompt; zero named Visdum. QuotaPath was named by twelve of the twelve models and Visdum by eleven and QuotaPath carries 47 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
QuotaPathFirst choices, of twelve modelsVisdum
Across every category in the September 2026 Edition, QuotaPath and Visdum were named in the same answer forty times, of the 181 answers naming QuotaPath and the 53 naming Visdum. In those answers Visdum took the first choice zero times and QuotaPath twenty-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 4.1 Fast | | | | | | |
| Mistral Small | | | | | ||
| DeepSeek V4 Flash | | | | | | |
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | | | | | ||
| Kimi K2 | | | | | | |
| GLM 4.7 FlashX | | | | | | |
| MiniMax M2.5 | | |
QuotaPath Visdum first choice named as an alternative argued againstblank: not namedEach cell is one answer, QuotaPath on the left and Visdum on the right.The direct prompt
QuotaPath first, Visdum not the choice
1 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
8 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
3 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
QuotaPath54%#1 of 10Visdum4%#5 of 10QuotaPath2%#9 of 10Visdum2%#– of 10What the models said about QuotaPath
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“Be Cautious If: Your compensation structures involve complex data transformations... Lacking Calculation Depth” Gemini 3.5 Flash · negative prompt · soft negative
“Platform fee makes it ~$6K+/year for 10–20 reps (some call pricing "misleading")” Grok 4.1 Fast · budget prompt · soft negative
“Moderate Caution... reaches a ceiling as compensation plans grow in complexity” Kimi K2 · negative prompt · soft negative
“Commissionly or QuotaPath Growth offer the best balance of affordability, features, and transparent pricing.” GLM 4.7 FlashX · budget prompt · first choice
“Everstage and QuotaPath are frequently highlighted as top choices” MiniMax M2.5 · direct 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.