# Visualize ROI: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/visualize-roi

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Value selling tools](https://www.gane.ai/index/gtm/sales/value-selling-tools/index.md) | 0% | 74 | 0% | 2 |

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Visualize ROI, from 5 of the 5 answers that named it (only the models that return a source list).

### Domains cited

- roi-selling.com: 3
- capterra.com: 2
- cobl.ai: 2
- kaon.com: 2
- minoa.io: 2
- outreach.ai: 2
- sandler.com: 2
- ai.g2.com: 1
- bloomitize.com: 1
- calcstack.net: 1

### Pages cited

- https://roi-selling.com/: 3
- https://capterra.com/p/190222/VisualizeROI: 2
- https://cobl.ai/use-cases/roi-tco-calculation: 2
- https://kaon.com/products/roi-value-calculators: 2
- https://outreach.ai/resources/tools/sales-roi-calculator: 2
- https://sandler.com/tools/visualize-roi: 2
- https://ai.g2.com/product/minoa: 1
- https://bloomitize.com/calculator/sales-enablement-roi-calculator: 1

## 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.