# Model N: how AI models rank it, November 2026

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

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [CPQ](https://www.gane.ai/index/gtm/revops/cpq/index.md) | 0% | 70 | 0% | 1 |
| [Value selling tools](https://www.gane.ai/index/gtm/sales/value-selling-tools/index.md) | 0% | 60 | 0% | 1 |

## What the models said for it

- "More enterprise-focused but excellent for complex ROI scenarios" (MiniMax M2.5, 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 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| 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 | 1 | 0 | 0 | 1 |
| 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 Model N, from 7 of the 11 answers that named it (only the models that return a source list).

### Domains cited

- zilliant.com: 5
- softwareworld.co: 4
- verifiedmarketresearch.com: 4
- costloop.app: 3
- virtocommerce.com: 3
- g2.com: 2
- gitnux.org: 2
- reddit.com: 2
- sourceforge.net: 2
- theretailexec.com: 2

### Pages cited

- https://softwareworld.co/pricing-optimization-software: 4
- https://verifiedmarketresearch.com/blog/best-pricing-optimization-software: 4
- https://zilliant.com/storage/resources/Zilliant_SPARK_Matrix_Full%20Report_2024_compressed.pdf: 4
- https://costloop.app/blog/pricing-management-software: 3
- https://virtocommerce.com/blog/b2b-pricing-tools-software: 3
- https://sourceforge.net/software/pricing-optimization/for-enterprise: 2
- https://theretailexec.com/tools/best-price-optimization-software: 2
- https://appsruntheworld.com/customers-database/category/price-optimization: 1

## In its own words

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

- Positioning: Revenue Management Software Solutions for High Tech & Life Sciences (https://modeln.com/)
- For: life sciences manufacturers; pharmaceutical and medtech innovators (https://modeln.com/)
- Price stated: Early Bird Group (4+ from same company) $1,849; Early Bird Individual $1,999; Standard Group $2,349; Standard Individual $2,499 (https://www.modeln.com/rainmaker-25/pricing)
- Certifications: SOC 2 Type II, SOC 1 Type II, CSA STAR, GDPR, CCPA
- Hosting: United States, EMEA
- Customers named: Moderna, Medexus Pharma

## What it publishes

Every page modeln.com exposes, read 2026-09-29: 847 addresses. By kind, pages and the last 90 days:

- blog: 232 pages, 5 in the last 90 days, latest 2026-09-07
- case study: 9 pages, 2 in the last 90 days, latest 2026-09-26
- webinar or virtual event: 135 pages, 2 in the last 90 days, latest 2026-08-27
- conference or event: 7 pages, 5 in the last 90 days, latest 2026-09-26
- report or ebook: 42 pages, 1 in the last 90 days, latest 2026-09-07
- comparison: 3 pages, 0 in the last 90 days, latest undated
- template or tool: 3 pages, 0 in the last 90 days, latest 2022-05-19
- glossary or explainer: 1 pages, 0 in the last 90 days, latest undated
- podcast or video: 31 pages, 0 in the last 90 days, latest 2026-05-06
- news or press: 217 pages, 1 in the last 90 days, latest 2026-09-23
- Recent: 2026-09-26 case study: Enhancing tendering capabilities https://www.modeln.com/resources/case-studies/enhancing-tendering-capabilities
- Recent: 2026-09-26 conference or event: Connect event https://www.modeln.com/resources/events/connect-event
- Recent: 2026-09-23 case study: Glaxosmithkline streamlines price governance with model n global pricing management https://www.modeln.com/resources/case-studies/glaxosmithkline-streamlines-price-governance-with-model-n-global-pricing-management
- Recent: 2026-09-23 news or press: One in three us adults delay stretch or dont fill prescriptions https://www.modeln.com/company/news/press-center/one-in-three-us-adults-delay-stretch-or-dont-fill-prescriptions
- Recent: 2026-09-07 blog: Building mfn ready organizations with technology https://www.modeln.com/building-mfn-ready-organizations-with-technology
- Recent: 2026-09-07 report or ebook: Building mfn ready organizations with technology https://www.modeln.com/resources/reports/building-mfn-ready-organizations-with-technology

## 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.