# Vendavo: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 53 judge labels across 2 categories by 14 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/vendavo

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Pricing optimization](https://www.gane.ai/index/gtm/revops/pricing-optimization/index.md) | 0% | 14 | 35% | 49 |
| [CPQ](https://www.gane.ai/index/gtm/revops/cpq/index.md) | 0% | 30 | 0% | 4 |

## What the models said for it

- "Best known for enterprise B2B pricing, quoting, and rebates... Need B2B price governance, CPQ, rebates, and margin control? → Vendavo" (GPT-5.4 mini, Pricing optimization)
- "Designed for B2B manufacturers, distributors, and high-tech companies managing complex price structures and approvals." (Perplexity Sonar, Pricing optimization)
- "An established enterprise pricing platform favored by heavy manufacturing, chemical, and distribution enterprises." (Gemini 3.5 Flash, Pricing optimization)
- "PROS, Zilliant, Vendavo (Cognus) – Strong in manufacturing, distribution, and complex B2B environments." (MiniMax M2.5, Pricing optimization)

## And against it

- "Avoid: Vendavo, PROS, and any tool that uses personal browsing data to set individual prices." (GLM 4.7 FlashX, Pricing optimization)
- "Avoid overkill enterprise platforms (e.g., Vendavo, Competera) that are better for larger firms." (Grok 4.20, Pricing optimization)
- "Unless you are a Fortune 500 global entity, this is usually overkill." (Qwen 3.7 Flash, Pricing optimization)
- "Pricefx, Competera, Vendavo, and similar systems may be appropriate for complex enterprises, but quote-only implementations can become expensive and overbuilt" (Perplexity Sonar, Pricing optimization)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 2 | 0 | 4 |
| GPT-5.4 mini | 1 | 1 | 1 | 0 | 3 |
| Gemini 3.5 Flash | 0 | 3 | 0 | 2 | 5 |
| Perplexity Sonar | 0 | 4 | 0 | 1 | 5 |
| Grok 4.20 | 0 | 2 | 2 | 3 | 7 |
| Mistral Small | 0 | 1 | 0 | 1 | 2 |
| DeepSeek V4 Flash | 0 | 2 | 1 | 2 | 5 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 1 | 2 |
| Kimi K2 | 0 | 2 | 0 | 3 | 5 |
| GLM 4.7 FlashX | 0 | 2 | 0 | 2 | 4 |
| MiniMax M2.5 | 0 | 3 | 0 | 1 | 4 |
| GPT-6 Luna | 0 | 3 | 0 | 0 | 3 |
| Muse Glimmer 30B | 0 | 2 | 0 | 1 | 3 |

## Sources returned with these answers

The sites and pages cited by the answers that named Vendavo, from 153 of the 160 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 70
- softwareworld.co: 68
- vendavo.com: 47 (its own site)
- capterra.com: 43
- softwareadvice.com: 43
- getapp.com: 41
- gane.ai/index: 40
- guideflow.com: 40
- virtocommerce.com: 39
- verifiedmarketresearch.com: 37

### Pages cited

- https://softwareworld.co/pricing-optimization-software: 54
- https://virtocommerce.com/blog/b2b-pricing-tools-software: 38
- https://theretailexec.com/tools/best-price-optimization-software: 36
- https://verifiedmarketresearch.com/blog/best-pricing-optimization-software: 35
- https://capterra.com/pricing-optimization-software: 32
- https://marketintelligencetools.com/rankings/price-optimization-tools: 28
- https://kleene.ai/blog/price-optimization-tools: 26
- https://en.ai-pedias.com/blog/ai-pricing-revenue-management-2026: 25

## In its own words

What Vendavo's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: Vendavo helps B2B manufacturers and distributors improve margins, automate quoting, and optimize rebate programs with AI-powered pricing and commercial intelligence. (https://vendavo.com/)
- For: B2B manufacturers and distributors (https://vendavo.com/)
- Certifications: ISO 22301, ISO 27001, SOC 1 Type II, SOC 2 Type II, CSA STAR
- Customers named: Corning, Cencora, Volvo, Dell Technologies, Silverpoint Homes

## What it publishes

Every page vendavo.com exposes, read 2026-09-29: 755 addresses. By kind, pages and the last 90 days:

- blog: 399 pages, 11 in the last 90 days, latest 2026-09-22
- case study: 35 pages, 0 in the last 90 days, latest 2026-06-10
- webinar or virtual event: 23 pages, 5 in the last 90 days, latest 2026-09-24
- conference or event: 9 pages, 0 in the last 90 days, latest 2026-06-30
- report or ebook: 30 pages, 1 in the last 90 days, latest 2026-08-31
- comparison: 2 pages, 0 in the last 90 days, latest 2026-06-05
- glossary or explainer: 60 pages, 0 in the last 90 days, latest 2026-05-06
- podcast or video: 27 pages, 0 in the last 90 days, latest 2026-06-09
- news or press: 32 pages, 2 in the last 90 days, latest 2026-08-06
- Recent: 2026-09-24 webinar or virtual event: Demo series high tech incentives on demand https://www.vendavo.com/insights/webinars/demo-series-high-tech-incentives-on-demand
- Recent: 2026-09-22 blog: Pricing intelligence platform guide https://www.vendavo.com/insights/blog/pricing-intelligence-platform-guide
- Recent: 2026-09-15 blog: Why your ai investment isnt translating into pricing roi https://www.vendavo.com/insights/blog/why-your-ai-investment-isnt-translating-into-pricing-roi
- Recent: 2026-09-10 webinar or virtual event: Agentic ai in pricing https://www.vendavo.com/insights/webinars/agentic-ai-in-pricing
- Recent: 2026-09-08 blog: The pricing execution gap why more technology isnt the answer https://www.vendavo.com/insights/blog/the-pricing-execution-gap-why-more-technology-isnt-the-answer
- Recent: 2026-09-03 blog: Future of aftermarket commercial strategy https://www.vendavo.com/insights/blog/future-of-aftermarket-commercial-strategy

## 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.