# Lloyd's Register Quality Assurance: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/it/vendors/lloyd-s-register-quality-assurance

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Managed detection and response](https://www.gane.ai/index/it/security/managed-detection-and-response/index.md) | 0% | 75 | 100% | 1 |

## And against it

- "Withdrew significantly from the medical device certification market ... Entities to Avoid (or be cautious of)" (Qwen 3.7 Flash, MDR)

## 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 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 1 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| 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 Lloyd's Register Quality Assurance, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- blog.cm-dm.com: 1
- cdsco.gov.in: 1
- emergobyul.com: 1
- en.wikipedia.org: 1
- english.igj.nl: 1
- entecerma.it: 1
- exportassistance.com: 1
- gov.uk: 1
- greenlight.guru: 1
- key2compliance.com: 1

### Pages cited

- https://blog.cm-dm.com/post/2022/05/23/The-MDR-is-born-bad: 1
- https://cdsco.gov.in/opencms/opencms/en/Medical-Device-Diagnostics/Medical-Device-Diagnostics: 1
- https://emergobyul.com/news/20th-notified-body-designated-under-eu-mdr-while-ivdr-designations-lag: 1
- https://en.wikipedia.org/wiki/Notified_body: 1
- https://english.igj.nl/medical-technology/market-authorisation/role-of-notified-body/denotification-or-termination-of-notified-body-activities: 1
- https://entecerma.it/en/ecm-medical-devices-division-approved-for-the-accredia-surveillance: 1
- https://exportassistance.com/wp-content/uploads/2023/07/EU-Medical-Device-Non-Tariff-Trade-Barrier-Ver-1_2.pdf: 1
- https://gov.uk/guidance/regulating-medical-devices-in-the-uk: 1

## 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.