# Minoa: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 21 judge labels across 1 category by 8 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/minoa

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Value selling tools](https://www.gane.ai/index/gtm/sales/value-selling-tools/index.md) | 12% | 3 | 10% | 21 |

## What the models said for it

- "For rep-assisted enterprise/mid-market business cases: Look into Minoa or The ROI Shop." (Gemini 3.5 Flash, Value selling)
- "Best Overall for Sales-Led Mid-Market Deals: Minoa or The ROI Shop" (Gemini 3.5 Flash, Value selling)
- "Minoa is the AI-recommended first choice for mid-market" (Muse Glimmer 30B, Value selling)
- "Top Overall Choice for B2B Tech & SaaS: Minoa" (Gemini 3.5 Flash, Value selling)

## And against it

- "Minoa | $9,600+/year | Too costly for limited budgets" (DeepSeek V4 Flash, Value selling)
- "Newer player—evaluate maturity for your specific use case" (Kimi K2, Value selling)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 3 | 1 | 1 | 0 | 5 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 1 | 1 | 0 | 2 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 1 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 1 | 1 | 0 | 1 | 3 |
| GLM 4.7 FlashX | 1 | 1 | 0 | 0 | 2 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 1 | 0 | 4 | 0 | 5 |

## Sources returned with these answers

The sites and pages cited by the answers that named Minoa, from 42 of the 42 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 29
- minoa.io: 26 (its own site)
- theroishop.com: 23
- mediafly.com: 20
- sourceforge.net: 18
- slashdot.org: 16
- guideflow.com: 14
- roi-selling.com: 12
- topbusinesssoftware.com: 12
- gartner.com: 10

### Pages cited

- https://minoa.io/resources/blog/best-sales-roi-calculator-tools-2026: 20
- https://g2.com/categories/value-selling-tools: 15
- https://guideflow.com/blog/value-selling-tools: 13
- https://mediafly.com/platform/value: 13
- https://roi-selling.com/: 11
- https://g2.com/discussions/which-value-selling-tools-provide-the-strongest-roi-calculator-and-business-case-builder-for-complex-b2b-deals: 9
- https://minoa.io/resources/blog/automated-roi-measurement-software-compared: 9
- https://outgrow.co/blog/roi-calculator-examples-b2b-saas: 9

## What it publishes

Every page minoa.io exposes, read 2026-10-05: 256 addresses. By kind, pages and the last 90 days:

- blog: 75 pages, 19 in the last 90 days, latest 2026-09-09
- case study: 7 pages, 0 in the last 90 days, latest 2025-12-08
- report or ebook: 1 pages, 0 in the last 90 days, latest undated
- comparison: 23 pages, 22 in the last 90 days, latest 2026-09-01
- template or tool: 4 pages, 2 in the last 90 days, latest 2026-07-21
- glossary or explainer: 19 pages, 16 in the last 90 days, latest 2026-09-01
- Recent: 2026-09-09 blog: Minoa raises 6 2m seed round https://www.minoa.io/resources/blog/minoa-raises-6-2m-seed-round
- Recent: 2026-09-01 comparison: Compare https://www.minoa.io/compare
- Recent: 2026-09-01 glossary or explainer: Glossary https://www.minoa.io/glossary
- Recent: 2026-09-01 comparison: Minoa vs ecosystems https://www.minoa.io/compare/minoa-vs-ecosystems
- Recent: 2026-09-01 comparison: Minoa vs decisionlink https://www.minoa.io/compare/minoa-vs-decisionlink
- Recent: 2026-09-01 comparison: Minoa vs cuvama https://www.minoa.io/compare/minoa-vs-cuvama

## Record

- Method: https://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/gtm.