# Qvida: how AI models rank it, November 2026

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

## 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% | 66 | 0% | 1 |

## What the models said for it

- "What to Look For Instead: Interactive models (e.g., Qvida, Cuvama, or custom ROI engines)" (Qwen 3.7 Flash, Value selling)

## 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 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| 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 Qvida, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- ecosystems.io: 1
- g2.com: 1
- gane.ai/index: 1
- octavehq.com: 1
- publications.pricingsociety.com: 1
- qwilr.com: 1
- roi-selling.com: 1
- softwarepricing.com: 1

### Pages cited

- https://ecosystems.io/blog/beyond-roi-tools-improve-close-rates-with-holistic-value-selling: 1
- https://g2.com/discussions/value-selling-tools-what-sales-enablement-platforms-best-teach-value-based-selling-to-enterprise-sales-teams: 1
- https://g2.com/discussions/which-value-selling-roi-calculator-tools-are-most-trusted-by-sales-leaders-and-revenue-teams-based-on-g2-reviews: 1
- https://www.gane.ai/index/gtm/sales/value-selling-tools: 1
- https://www.gane.ai/index/gtm/sales/value-selling-tools/enterprise: 1
- https://octavehq.com/post/gtm-engineers-guide-to-value-selling: 1
- https://publications.pricingsociety.com/excellence-in-value-based-selling: 1
- https://qwilr.com/blog/insider-tips-roi-calculator-product-value: 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.
