# Cuvama: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 25 judge labels across 1 category by 13 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/cuvama

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Value selling tools](https://www.gane.ai/index/gtm/sales/value-selling-tools/index.md) | 6% | 6 | 4% | 25 |

## What the models said for it

- "The market leaders in this space right now are Mediafly, Cuvama, and ValueNavigator (ROI Selling)" (DeepSeek V4 Flash, Value selling)
- "or Cuvama (due to its modern AI-native approach to discovery)" (DeepSeek V4 Flash, Value selling)
- "Overall Best Fit for Mid-Sized B2B: Cuvama" (DeepSeek V4 Flash, Value selling)
- "My default recommendation: Cuvama" (GPT-6 Luna, Value selling)

## And against it

- "graduate to Symbe or Cuvama for more sophisticated business case building" (DeepSeek V4 Flash, Value selling)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Cuvama, from 71 of the 71 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 63
- mediafly.com: 37
- sourceforge.net: 37
- cuvama.com: 25 (its own site)
- roi-selling.com: 21
- topbusinesssoftware.com: 21
- plugroute.com: 20
- slashdot.org: 20
- gane.ai/index: 18
- guideflow.com: 17

### Pages cited

- https://g2.com/categories/value-selling-tools/enterprise: 28
- https://mediafly.com/platform/Value: 20
- https://plugroute.com/best-value-selling-tools: 20
- https://g2.com/categories/value-selling-tools: 19
- https://guideflow.com/blog/value-selling-tools: 16
- https://roi-selling.com/: 16
- https://cuvama.com/pricing: 15
- https://cuvama.com/solutions/value-case: 15

## What it publishes

Every page cuvama.com exposes, read 2026-10-05: 166 addresses. By kind, pages and the last 90 days:

- blog: 59 pages, 5 in the last 90 days, latest 2026-08-31
- case study: 5 pages, 0 in the last 90 days, latest 2024-04-24
- webinar or virtual event: 4 pages, 0 in the last 90 days, latest 2024-05-28
- conference or event: 2 pages, 1 in the last 90 days, latest 2026-08-19
- report or ebook: 3 pages, 0 in the last 90 days, latest 2022-07-08
- comparison: 13 pages, 11 in the last 90 days, latest 2026-08-31
- news or press: 14 pages, 1 in the last 90 days, latest 2026-08-10
- Recent: 2026-08-31 comparison: Diy value tool cost calculator https://cuvama.com/resources/build-vs-buy/diy-value-tool-cost-calculator
- Recent: 2026-08-31 blog: Lp london show me the money https://cuvama.com/lp-london-show-me-the-money
- Recent: 2026-08-19 conference or event: Roadshow synthesis https://cuvama.com/roadshow-synthesis
- Recent: 2026-08-13 comparison: Running costs of a homegrown value tool https://cuvama.com/resources/build-vs-buy/running-costs-of-a-homegrown-value-tool
- Recent: 2026-08-13 comparison: Can your buyer collaborate on the value case https://cuvama.com/resources/build-vs-buy/can-your-buyer-collaborate-on-the-value-case
- Recent: 2026-08-13 comparison: Eal cost to build your own value tool with ai https://cuvama.com/resources/build-vs-buy/eal-cost-to-build-your-own-value-tool-with-ai

## 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.