# Tracebit: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 13 judge labels across 1 category by 9 of 14 models. Page: https://www.gane.ai/index/it/vendors/tracebit

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Deception technology](https://www.gane.ai/index/it/security/deception-technology/index.md) | 2% | 6 | 8% | 13 |

## What the models said for it

- "Cynet or Tracebit typically offer the best balance of capability, cost, and manageability." (Kimi K2, Deception)
- "appears prominently in G2's 2026 deception-technology category, and is often considered for modern cloud-first environments" (GPT-5.4 mini, Deception)
- "Automates the deployment of security canaries across cloud accounts, endpoints, SaaS applications" (Mistral Small, Deception)
- "evaluate Tracebit if your infrastructure is 100% in the cloud" (Gemini 3.5 Flash, Deception)

## And against it

- "Tracebit: users reported a cluttered interface, difficult navigation, false positives, and a steep learning curve." (GPT-5.4 mini, Deception)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 1 | 0 | 1 | 2 |
| Gemini 3.5 Flash | 0 | 2 | 0 | 0 | 2 |
| Perplexity Sonar | 0 | 0 | 1 | 0 | 1 |
| Grok 4.20 | 0 | 0 | 2 | 0 | 2 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| 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 | 1 | 0 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 0 | 2 | 0 | 2 |

## Sources returned with these answers

The sites and pages cited by the answers that named Tracebit, from 35 of the 35 answers that named it (only the models that return a source list).

### Domains cited

- guideflow.com: 20
- verifiedmarketresearch.com: 20
- acalvio.com: 15
- g2.com: 15
- cyberpress.org: 11
- expertinsights.com: 11
- fidelissecurity.com: 10
- sourceforge.net: 10
- canary.tools: 9
- ai.tracebit.com: 6 (its own site)

### Pages cited

- https://verifiedmarketresearch.com/blog/best-deception-technology-software: 20
- https://guideflow.com/blog/deception-technology-software: 18
- https://g2.com/categories/deception-technology: 15
- https://cyberpress.org/deception-technology-review: 11
- https://expertinsights.com/network-security/best-deception-technology-companies: 11
- https://canary.tools/: 9
- https://fidelissecurity.com/threatgeek/deception/top-deception-technology-solutions: 8
- https://sourceforge.net/software/deception-technology: 7

## In its own words

What Tracebit's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: The answer to Assume Breach (https://tracebit.com/)
- For: Modern security teams (https://tracebit.com/)
- Price stated: Free Enterprise Edition Trial (https://tracebit.com/)
- Starting price: 999 (https://tracebit.com/pricing)
- Free plan or trial: Try out Enterprise Edition free for 14 days (https://tracebit.com/)
- Certifications: SOC 2 Type II, Cyber Essentials
- Customers named: Riot Games, Docker, Cresta, Synthesia, Coveo, Zepz

## What it publishes

Every page tracebit.com exposes, read 2026-10-05: 209 addresses. By kind, pages and the last 90 days:

- blog: 113 pages, 5 in the last 90 days, latest 2026-08-17
- case study: 6 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 3 pages, 1 in the last 90 days, latest 2026-07-25
- conference or event: 8 pages, 0 in the last 90 days, latest undated
- comparison: 7 pages, 0 in the last 90 days, latest 2026-06-01
- glossary or explainer: 7 pages, 0 in the last 90 days, latest undated
- podcast or video: 1 pages, 1 in the last 90 days, latest 2026-07-25
- news or press: 9 pages, 7 in the last 90 days, latest 2026-09-22
- Recent: 2026-09-22 news or press: Archive https://newsletter.tracebit.com/archive
- Recent: 2026-09-22 news or press: Context bombs against abliterated https://newsletter.tracebit.com/p/context-bombs-against-abliterated
- Recent: 2026-09-08 news or press: First canary https://newsletter.tracebit.com/p/first-canary
- Recent: 2026-08-17 blog: Compliance to assurance mapping tracebit iso 27001 https://tracebit.com/blog/compliance-to-assurance-mapping-tracebit-iso-27001
- Recent: 2026-08-10 blog: Deception openai huggingface agentic breach https://tracebit.com/blog/deception-openai-huggingface-agentic-breach
- Recent: 2026-08-10 news or press: Deception and the openai hugging https://newsletter.tracebit.com/p/deception-and-the-openai-hugging

## 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.