Minoa vs The ROI Shop
Two of fourteen models named Minoa first on the direct prompt; two named The ROI Shop. Minoa was named by thirteen of the fourteen models and The ROI Shop by ten and Minoa carries 27 labels and The ROI Shop 18, so the shares are not directly comparable.
Named 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
MinoaFirst choices, of fourteen modelsThe ROI Shop
Across every category in the October 2026 Edition, Minoa and The ROI Shop were named in the same answer twenty times, of the 55 answers naming Minoa and the 51 naming The ROI Shop. In those answers The ROI Shop took the first choice four times and Minoa four.
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 | | | ||||
| GPT-6 Luna | | |||||
| Muse Glimmer 30B | | |
Minoa The ROI Shop first choice named as an alternative argued againstblank: not namedEach cell is one answer, Minoa on the left and The ROI Shop on the right.The direct prompt
Minoa first, The ROI Shop an alternative
2 of 14 modelsThe ROI Shop was named in the answer but not as the choice, or not at all.The ROI Shop first, Minoa not the choice
2 of 14 modelsMinoa was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
1 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
9 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
The ROI Shop13%#1 of 11Minoa0%#11 of 11Minoa21%#1 of 10The ROI Shop13%#2 of 10What the models said about Minoa
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“For most mid-sized B2B teams without a full value-selling team, Minoa gives the best balance of CRM-linked ROI/TCO modeling + AI-assisted case creation” Muse Glimmer 30B · paraphrase prompt · first choice
“Choose Minoa if you sell B2B SaaS, want deep CRM integration, and want AI to help your AEs write the business case narrative.” Gemini 3.5 Flash · paraphrase prompt · first choice
“Choose Minoa or The ROI Shop ... if you are selling high-contract-value B2B software/services and need a sales-first tool” Gemini 3.5 Flash · budget prompt · first choice
What the models said about The ROI Shop
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Choose Minoa or The ROI Shop ... if you are selling high-contract-value B2B software/services and need a sales-first tool” Gemini 3.5 Flash · budget prompt · first choice
“ValueCore and The ROI Shop are particularly noted for their flexibility and sales-focused features” Mistral Small · paraphrase prompt · first choice
“or The ROI Shop if your immediate pain point is inconsistent messaging across your sales team” Qwen 3.7 Flash · paraphrase 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.