# Panorays: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 26 judge labels across 2 categories by 13 of 14 models. Page: https://www.gane.ai/index/it/vendors/panorays

## 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) | 0% | 25 | 0% | 25 |
| [SaaS security posture management](https://www.gane.ai/index/it/security/saas-security-posture-management/index.md) | 0% | 67 | 0% | 1 |

## What the models said for it

- "Look for modern, automation-focused TPRM platforms (e.g., Whistic, Panorays, ProcessUnity, UpGuard)" (Gemini 3.5 Flash, TPRM)
- "If you are a Security Leader: Choose Panorays or SecurityScorecard." (GLM 4.7 FlashX, TPRM)
- "Panorays is best for mid-market organizations seeking fast deployment and intuitive vendor risk management." (Claude Haiku 4.5, TPRM)
- "Consider if fast setup and contextualized vendor profiling are more important than broad workflow depth." (Perplexity Sonar, TPRM)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Panorays, from 51 of the 57 answers that named it (only the models that return a source list).

### Domains cited

- riskledger.com: 25
- upguard.com: 21
- panorays.com: 18 (its own site)
- mitratech.com: 17
- bitsight.com: 16
- gartner.com: 16
- projectmanagers.net: 16
- complyjet.com: 15
- g2.com: 15
- thenextweb.com: 15

### Pages cited

- https://projectmanagers.net/best-third-party-risk-management-tools-for-small-businesses-top-tprm-platforms: 16
- https://complyjet.com/blog/best-vendor-risk-management-software: 15
- https://thenextweb.com/news/best-third-party-risk-management-software-2026: 15
- https://riskledger.com/resources/third-party-risk-management-software: 14
- https://mitratech.com/resource-hub/blog/best-tprm-software-solutions: 13
- https://panorays.com/blog/third-party-risk-management-software: 12
- https://riskledger.com/resources/best-third-party-risk-management-software: 12
- https://riskxchange.co/best-third-party-risk-management-software: 12

## In its own words

What Panorays's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: Third-Party Cyber Risk. Solved. End-to-End Vendor Risk Management, Powered by Native AI (https://panorays.com/)
- For: CISOs (https://panorays.com/)
- Price stated: Get a Quote (https://panorays.com/)
- Free plan or trial: Get Started Free (https://panorays.com/)
- Certifications: ISO 42001, FedRAMP, SOC 2 Type II, ISO 27001
- Customers named: Howden Group Holdings, AppsFlyer, Telit, Markerstudy, Lemonade, Freudenberg Home and Cleaning Solutions, CPI

## What it publishes

Every page panorays.com exposes, read 2026-09-29: 3596 addresses. By kind, pages and the last 90 days:

- blog: 330 pages, 12 in the last 90 days, latest 2026-09-28
- case study: 25 pages, 0 in the last 90 days, latest 2026-06-01
- webinar or virtual event: 34 pages, 0 in the last 90 days, latest 2026-06-17
- conference or event: 1 pages, 0 in the last 90 days, latest undated
- report or ebook: 34 pages, 1 in the last 90 days, latest 2026-08-23
- comparison: 14 pages, 0 in the last 90 days, latest 2025-11-26
- template or tool: 2 pages, 0 in the last 90 days, latest 2026-05-09
- glossary or explainer: 60 pages, 0 in the last 90 days, latest 2026-06-10
- news or press: 1 pages, 0 in the last 90 days, latest 2025-12-01
- Recent: 2026-09-28 blog: Shadow ai third party risk https://panorays.com/blog/shadow-ai-third-party-risk
- Recent: 2026-09-01 blog: F1 panorays cyber risk partnership https://panorays.com/blog/f1-panorays-cyber-risk-partnership
- Recent: 2026-08-23 report or ebook: Risk realities reshaping 2026 https://panorays.com/resources/guides/risk-realities-reshaping-2026/
- Recent: 2026-08-17 blog: Panorays launches cyber risk quantification https://panorays.com/blog/panorays-launches-cyber-risk-quantification
- Recent: 2026-08-03 blog: The three due diligence mistakes hurting your team https://panorays.com/blog/the-three-due-diligence-mistakes-hurting-your-team
- Recent: 2026-07-29 blog: Healthcare supply chain risk management https://panorays.com/blog/healthcare-supply-chain-risk-management

## 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.