# Risk Ledger: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 7 judge labels across 1 category by 6 of 14 models. Page: https://www.gane.ai/index/it/vendors/risk-ledger

## 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% | 30 | 0% | 7 |

## What the models said for it

- "Uses a shared-network model where vendors complete standardized controls once and share them securely with buyers." (Gemini 3.5 Flash, TPRM)
- "Supplier network model where assessments and evidence are reused across the ecosystem" (DeepSeek V4 Flash, TPRM)
- "Best for: Mid-market companies valuing transparency" (GLM 4.7 FlashX, TPRM)

## 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 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 1 | 0 | 1 |
| Grok 4.20 | 0 | 0 | 1 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 1 | 1 | 0 | 2 |
| 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 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 1 | 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 Risk Ledger, from 14 of the 14 answers that named it (only the models that return a source list).

### Domains cited

- riskledger.com: 13 (its own site)
- bitsight.com: 8
- mitratech.com: 6
- upguard.com: 6
- forrester.com: 5
- gartner.com: 5
- vanta.com: 5
- aravo.com: 4
- rescana.com: 4
- riskonnect.com: 4

### Pages cited

- https://riskledger.com/resources/third-party-risk-management-software: 9
- https://riskledger.com/resources/best-third-party-risk-management-software: 8
- https://mitratech.com/resource-hub/blog/best-tprm-software-solutions: 6
- https://forrester.com/report/the-forrester-wave-tm-third-party-risk-management-platforms-q1-2024/RES180528: 5
- https://aravo.com/blog/best-third-party-risk-management-software-enterprise: 4
- https://bitsight.com/guides/best-third-party-risk-management-platforms-for-enterprises: 4
- https://upguard.com/blog/best-third-party-risk-management-software-solutions: 4
- https://vanta.com/resources/best-tprm-software-for-enterprises: 4

## In its own words

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

- Positioning: Risk Ledger is a cutting-edge platform for real-time supply chain security, which enables organisations to Defend-as-One because every link matters in cybersecurity. (https://riskledger.com/)
- For: organisations (https://riskledger.com/)
- Customers named: Apollo, Pentland Brands, PRgloo, Civil Aviation Authority, Schroders Personal Wealth, NHS Test and Trace, Gnatta, Anglian Water

## What it publishes

Every page riskledger.com exposes, read 2026-09-29: 835 addresses. By kind, pages and the last 90 days:

- blog: 299 pages, 0 in the last 90 days, latest undated
- case study: 18 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 15 pages, 0 in the last 90 days, latest undated
- conference or event: 1 pages, 0 in the last 90 days, latest undated
- report or ebook: 1 pages, 0 in the last 90 days, latest undated
- comparison: 24 pages, 0 in the last 90 days, latest undated
- template or tool: 2 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 2 pages, 0 in the last 90 days, latest undated
- podcast or video: 2 pages, 0 in the last 90 days, latest undated
- news or press: 1 pages, 0 in the last 90 days, latest undated

## 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.