# Ecosystems: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 21 judge labels across 1 category by 12 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/ecosystems

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Value selling tools](https://www.gane.ai/index/gtm/sales/value-selling-tools/index.md) | 2% | 11 | 14% | 21 |

## What the models said for it

- "the emerging "top" pick is Ecosystems (due to its top G2 rating and full lifecycle reach) or Cuvama" (DeepSeek V4 Flash, Value selling)
- "For large, complex enterprise deals, Ecosystems and Mediafly are top choices." (Mistral Small, Value selling)
- "Ecosystems (4.9/5 G2 rating) leads the category for enterprise value management." (MiniMax M2.5, Value selling)
- "Ecosystems if you want the highest-rated collaborative value management" (Kimi K2, Value selling)

## And against it

- "generally over-built, longer to deploy, and cost-prohibitive for sales teams under 50–100 reps" (Gemini 3.5 Flash, Value selling)
- "May lean more enterprise; verify pricing fits mid-market budget" (Kimi K2, Value selling)
- "can cost $10,000 to $80,000+ annually" (Gemini 3.5 Flash, Value selling)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Ecosystems, from 44 of the 46 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 31
- mediafly.com: 22
- theroishop.com: 19
- minoa.io: 18
- sourceforge.net: 18
- ecosystems.io: 17 (its own site)
- slashdot.org: 14
- guideflow.com: 13
- gartner.com: 12
- topbusinesssoftware.com: 11

### Pages cited

- https://guideflow.com/blog/value-selling-tools: 13
- https://minoa.io/resources/blog/best-sales-roi-calculator-tools-2026: 13
- https://g2.com/categories/value-selling-tools/enterprise: 12
- https://g2.com/discussions/which-value-selling-tools-provide-the-strongest-roi-calculator-and-business-case-builder-for-complex-b2b-deals: 10
- https://gartner.com/reviews/market/value-selling: 10
- https://mediafly.com/platform/Value: 10
- https://ecosystems.io/: 9
- https://geeksframework.com/software/value-selling-tools: 9

## What it publishes

Every page ecosystems.io exposes, read 2026-10-05: 339 addresses. By kind, pages and the last 90 days:

- blog: 183 pages, 0 in the last 90 days, latest undated
- case study: 15 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 40 pages, 0 in the last 90 days, latest undated
- report or ebook: 10 pages, 0 in the last 90 days, latest undated
- comparison: 4 pages, 0 in the last 90 days, latest undated
- template or tool: 6 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 5 pages, 0 in the last 90 days, latest undated
- podcast or video: 27 pages, 0 in the last 90 days, latest undated

## 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.