# Tongyi Lingma: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/it/vendors/tongyi-lingma

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [AI coding assistants](https://www.gane.ai/index/it/developer/ai-coding-assistants/index.md) | 0% | 19 | 0% | 2 |

## What the models said for it

- "Tier 1 strongest privacy protection: Tongyi Lingma and Tabnine explicitly commit to not storing or training on user code across all tiers." (Muse Glimmer 30B, AI coding)
- "Also explicitly commits to no data retention/training across all tiers." (DeepSeek V4 Flash, AI coding)

## 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 | 1 | 0 | 0 | 1 |
| 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 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Tongyi Lingma, from 3 of the 3 answers that named it (only the models that return a source list).

### Domains cited

- bsi.bund.de: 3
- yage.ai: 3
- arxiv.org: 2
- cheatsheetseries.owasp.org: 2
- checkmarx.com: 2
- computer.org: 2
- csa.gov.sg: 2
- mirrorsecurity.io: 2
- rollbar.com: 2
- about.gitlab.com: 1

### Pages cited

- https://bsi.bund.de/SharedDocs/Downloads/EN/BSI/KI/ANSSI_BSI_AI_Coding_Assistants.pdf: 3
- https://yage.ai/share/ai-coding-data-policy-survey-en-20260309.html: 3
- https://cheatsheetseries.owasp.org/cheatsheets/Secure_Coding_with_AI_Cheat_Sheet.html: 2
- https://checkmarx.com/learn/ai-security/ai-code-generation-capabilities-best-practices-and-top-9-tools: 2
- https://checkmarx.com/learn/ai-security/ai-coding-assistants-the-basics-and-15-tools-to-know: 2
- https://computer.org/publications/tech-news/trends/protect-code-from-broken-ai-software: 2
- https://csa.gov.sg/resources/publications/security-assessment-handbook-for-agentic-ai-coding-assistants: 2
- https://mirrorsecurity.io/blog/the-hidden-security-crisis-in-ai-coding-assistants: 2

## 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.