# Prevalent: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 34 judge labels across 2 categories by 12 of 14 models. Page: https://www.gane.ai/index/it/vendors/prevalent

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Third-party risk management](https://www.gane.ai/index/it/security/third-party-risk-management/index.md) | 4% | 3 | 21% | 33 |
| [AI security platforms](https://www.gane.ai/index/it/security/ai-security-platforms/index.md) | 0% | 104 | 0% | 1 |

## What the models said for it

- "If you're starting from scratch and want the best balance of functionality and ease of adoption, I'd lean Prevalent." (GPT-5.4 mini, TPRM)
- "Prevalent / Mitratech is the most cited pure-play." (Muse Glimmer 30B, TPRM)
- "For a more robust solution, consider platforms that combine questionnaire workflows with continuous monitoring... such as Mitratech Prevalent" (Mistral Small, TPRM)
- "Best for organizations that want a specialized TPRM platform with strong workflow automation" (GPT-5.4 mini, TPRM)

## And against it

- "heavily reliant on questionnaires, such as OneTrust, Prevalent, ProcessUnity, Venminder, and Archer" (Llama 4 Maverick, TPRM)
- "Avoid overkill enterprise platforms like OneTrust or Prevalent unless you grow." (Grok 4.20, TPRM)
- "Questionnaire-focused platforms (like OneTrust, Archer, Prevalent, ProcessUnity, Venminder) are useful for assessments but may not offer continuous monitoring" (Mistral Small, TPRM)
- "Most enterprise solutions (OneTrust, Prevalent, Archer) require custom quotes and typically start at $25,000–$75,000+/year" (Kimi K2, TPRM)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Prevalent, from 96 of the 105 answers that named it (only the models that return a source list).

### Domains cited

- riskledger.com: 41
- upguard.com: 40
- mitratech.com: 35 (its own site)
- gartner.com: 34
- thenextweb.com: 31
- riskxchange.co: 28
- complyjet.com: 27
- bitsight.com: 23
- g2.com: 23
- riskonnect.com: 22

### Pages cited

- https://thenextweb.com/news/best-third-party-risk-management-software-2026: 31
- https://complyjet.com/blog/best-vendor-risk-management-software: 27
- https://mitratech.com/resource-hub/blog/best-tprm-software-solutions: 27
- https://riskledger.com/resources/best-third-party-risk-management-software: 24
- https://riskxchange.co/best-third-party-risk-management-software: 22
- https://forrester.com/report/the-forrester-wave-tm-third-party-risk-management-platforms-q1-2024/RES180528: 18
- https://gartner.com/reviews/market/third-party-risk-management-technology-solutions: 18
- https://riskledger.com/resources/third-party-risk-management-software: 18

## What it publishes

Every page mitratech.com exposes, read 2026-09-29: 10050 addresses. By kind, pages and the last 90 days:

- blog: 130 pages, 7 in the last 90 days, latest 2026-09-23
- case study: 87 pages, 0 in the last 90 days, latest 2020-06-25
- webinar or virtual event: 500 pages, 0 in the last 90 days, latest 2022-09-15
- conference or event: 100 pages, 0 in the last 90 days, latest undated
- report or ebook: 225 pages, 0 in the last 90 days, latest 2018-10-22
- comparison: 10 pages, 1 in the last 90 days, latest 2026-07-24
- template or tool: 37 pages, 0 in the last 90 days, latest 2022-02-24
- glossary or explainer: 92 pages, 2 in the last 90 days, latest 2026-08-25
- podcast or video: 167 pages, 0 in the last 90 days, latest 2020-08-16
- news or press: 951 pages, 2 in the last 90 days, latest 2026-07-22
- Recent: 2026-09-23 blog: Immigration case reporting better visibility with inszoom custom reports https://mitratech.com/resource-hub/blog/immigration-case-reporting-better-visibility-with-inszoom-custom-reports/
- Recent: 2026-09-21 blog: International ebilling compliance https://mitratech.com/resource-hub/blog/international-ebilling-compliance/
- Recent: 2026-09-21 blog: Mitratech mineral earns 13 g2 badges fall 2026 https://mitratech.com/resource-hub/blog/mitratech-mineral-earns-13-g2-badges-fall-2026/
- Recent: 2026-09-20 blog: Why matter management matters to corporate legal departments https://mitratech.com/resource-hub/blog/why-matter-management-matters-to-corporate-legal-departments/
- Recent: 2026-09-18 blog: Unified third party control framework grc https://mitratech.com/resource-hub/blog/unified-third-party-control-framework-grc/
- Recent: 2026-09-17 blog: Eu ai act digital omnibus grc https://mitratech.com/resource-hub/blog/eu-ai-act-digital-omnibus-grc/

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.