ValueCore vs Minoa
Six of fourteen models named ValueCore first on the direct prompt; two named Minoa. ValueCore was named by twelve of the fourteen models and Minoa by eight and ValueCore carries 27 labels and Minoa 21, so the shares are not directly comparable.
ValueCore
accepted challengerNamed in one category 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 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 value selling tools page.
By framing
Across every category in the November 2026 Edition, ValueCore and Minoa were named in the same answer twenty-eight times, of the 74 answers naming ValueCore and the 42 naming Minoa. In those answers Minoa took the first choice three times and ValueCore three.
Every model, every framing
| Model | DirectVA | ParaphraseVA | ComparativeVA | Budget-constrainedVA | Scale-constrainedVA | NegativeVA |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | |||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | VA | | VA | | ||
| Perplexity Sonar | VA | VA | VA | |||
| Grok 4.20 | VA | VA | VA | |||
| Mistral Small | VA | |||||
| DeepSeek V4 Flash | VA | VA | ||||
| Llama 4 Maverick | VA | |||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | | VA | VA | |||
| GLM 4.7 FlashX | VA | | VA | |||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | VA | |||||
| Muse Glimmer 30B | VA | VA |
MinoaVA first choiceVA named as an alternativeVA argued againstblank: not namedEach cell is one answer, ValueCore on the left and Minoa on the right.The direct prompt
ValueCore first, Minoa an alternative
6 of 14 modelsMinoa was named in the answer but not as the choice, or not at all.Minoa first, ValueCore an alternative
2 of 14 modelsValueCore was named in the answer but not as the choice, or not at all.Neither was named
6 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
Minoa2%#8 of 13What the models said about ValueCore
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“ValueCore | Not published | Requires scheduling a call just to get pricing” DeepSeek V4 Flash · budget prompt · hard negative
“I recommend ValueCore (formerly VisualizeROI) as the top choice for an ROI calculator and business case platform.” Grok 4.20 · paraphrase prompt · first choice
“ValueCore is widely recognized as the best value selling tool specifically for mid-market B2B companies” Mistral Small · direct prompt · first choice
“For most mid-market B2B companies, ValueCore (formerly VisualizeROI) is the best value-selling tool.” GLM 4.7 FlashX · direct prompt · first choice
What the models said about Minoa
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Minoa | $9,600+/year | Too costly for limited budgets” DeepSeek V4 Flash · budget prompt · hard negative
“Newer player—evaluate maturity for your specific use case” Kimi K2 · direct prompt · soft negative
“For rep-assisted enterprise/mid-market business cases: Look into Minoa or The ROI Shop.” Gemini 3.5 Flash · budget prompt · first choice
“Best Overall for Sales-Led Mid-Market Deals: Minoa or The ROI Shop” Gemini 3.5 Flash · paraphrase prompt · first choice
“Minoa is the AI-recommended first choice for mid-market” Muse Glimmer 30B · 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.