# Canarytokens OSS: 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/canarytokens-oss

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Deception technology](https://www.gane.ai/index/it/security/deception-technology/index.md) | 2% | 16 | 0% | 1 |

## What the models said for it

- "start with canary tokens and one OpenCanary host, because they cost almost nothing and produce alerts you can trust." (Muse Glimmer 30B, Deception)

## 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 | 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 | 1 | 0 | 0 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Canarytokens OSS, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- canary.tools: 1
- expertinsights.com: 1
- geeksframework.com: 1
- github.com: 1
- guptadeepak.com: 1
- marketintelo.com: 1
- opensourcesoftware.io: 1
- sourceforge.net: 1
- tech-insider.org: 1
- techtarget.com: 1

### Pages cited

- https://canary.tools/: 1
- https://expertinsights.com/network-security/best-deception-technology-companies: 1
- https://geeksframework.com/software/deception-technology-software: 1
- https://github.com/Cyreslab-AI/awesome-ai-cyber-deception/blob/main/README.md: 1
- https://github.com/ZedUnknown/Cyber-Deception-Tools: 1
- https://github.com/topics/deception-defense: 1
- https://guptadeepak.com/tools/top-5-honeypots-deception-tools-2026: 1
- https://marketintelo.com/report/deception-technology-market: 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.