# Vistaar: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 7 judge labels across 1 category by 4 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/vistaar

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Pricing optimization](https://www.gane.ai/index/gtm/revops/pricing-optimization/index.md) | 0% | 18 | 0% | 7 |

## What the models said for it

- "strong if you want a single platform for pricing governance, analytics, and execution" (GPT-5.4 mini, Pricing optimization)
- "configurable agentic workflows (Vistaar)" (DeepSeek V4 Flash, Pricing optimization)
- "Strong Alternative: Vistaar" (DeepSeek V4 Flash, Pricing optimization)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 1 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 2 | 1 | 0 | 3 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| 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 | 2 | 0 | 2 |

## Sources returned with these answers

The sites and pages cited by the answers that named Vistaar, from 28 of the 28 answers that named it (only the models that return a source list).

### Domains cited

- softwareworld.co: 18
- g2.com: 15
- vistaar.com: 13 (its own site)
- capterra.com: 12
- costloop.app: 12
- research.oz.spotlightar.com: 12
- virtocommerce.com: 12
- theretailexec.com: 11
- verifiedmarketresearch.com: 11
- sourceforge.net: 10

### Pages cited

- https://softwareworld.co/pricing-optimization-software: 16
- https://costloop.app/blog/pricing-management-software: 12
- https://research.oz.spotlightar.com/reports/magic-quadrant-b2b-pricing-and-rebate-optimization-software-2026/leaders: 12
- https://virtocommerce.com/blog/b2b-pricing-tools-software: 12
- https://theretailexec.com/tools/best-price-optimization-software: 11
- https://verifiedmarketresearch.com/blog/best-pricing-optimization-software: 11
- https://capterra.com/pricing-optimization-software: 9
- https://en.ai-pedias.com/blog/ai-pricing-revenue-management-2026: 9

## In its own words

What Vistaar's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: AI-powered pricing, CPQ, promotion, and rebate management platform for enterprise B2B companies. (https://vistaar.com/)
- For: enterprise B2B companies (https://vistaar.com/)
- Certifications: SOC 2

## What it publishes

Every page vistaar.com exposes, read 2026-10-05: 594 addresses. By kind, pages and the last 90 days:

- blog: 140 pages, 0 in the last 90 days, latest undated
- case study: 12 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 36 pages, 0 in the last 90 days, latest undated
- conference or event: 21 pages, 0 in the last 90 days, latest undated
- report or ebook: 8 pages, 0 in the last 90 days, latest undated
- comparison: 2 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 280 pages, 0 in the last 90 days, latest undated
- news or press: 21 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.