Zero of fourteen models named Canarytokens first on the direct prompt; zero named OpenCanary. Canarytokens was named by eight of the fourteen models and OpenCanary by thirteen and Canarytokens carries 11 labels and OpenCanary 22, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the deception technology page.
Across every category in the November 2026 Edition, Canarytokens and OpenCanary were named in the same answer twenty-four times, of the 34 answers naming Canarytokens and the 65 naming OpenCanary. In those answers OpenCanary took the first choice two times and Canarytokens five.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | OP | |||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | OP | |||||
| Grok 4.20 | OP | OP | ||||
| Mistral Small | OP | |||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | OP | OP | ||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | OP | OP | ||||
| Muse Glimmer 30B | OP |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Step 1 (Today - $0): Go to [Canarytokens.org]... This gives you immediate detection capabilities with zero cost.” Gemini 3.5 Flash · budget prompt · first choice
“Start with Canarytokens.org — deploy free tokens across your critical assets immediately” MiniMax M2.5 · budget prompt · first choice
“Immediate: Deploy Canarytokens.org (free) across your critical assets” Kimi K2 · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“start with canary tokens and one OpenCanary host, because they cost almost nothing and produce alerts you can trust.” Muse Glimmer 30B · budget prompt · first choice
“For a very limited budget, start with OpenCanary.” GPT-6 Luna · budget prompt · first choice
“OpenCanary is the leading open-source network honeypot platform for teams that want low-overhead network-level deception” Claude Haiku 4.5 · budget prompt · alternative
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.