# Token Security: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 17 judge labels across 1 category by 10 of 14 models. Page: https://www.gane.ai/index/it/vendors/token-security

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Non-human identity management](https://www.gane.ai/index/it/identity/non-human-identity-management/index.md) | 2% | 12 | 12% | 17 |

## What the models said for it

- "Token Security is my first shortlist pick for broad NHI governance" (GPT-6 Luna, NHI management)
- "strong on discovery, visibility, ownership, dependency tracking, and risk analysis for non-human identities" (GPT-5.4 mini, NHI management)
- "A newer entrant focused on AI and bot identity." (Qwen 3.7 Flash, NHI management)
- "one of the few remaining independent pure-plays" (DeepSeek V4 Flash, NHI management)

## And against it

- "Newer or Less Proven Startups (e.g., Oasis Security, Token Security, Clutch Security, Entro Security, Astrix Security)" (Grok 4.20, NHI management)
- "Strong at visibility, but its lifecycle and governance features were less mature compared to leaders." (DeepSeek V4 Flash, NHI management)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 3 | 1 | 4 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 1 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 3 | 0 | 3 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 1 | 0 | 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 Token Security, from 35 of the 35 answers that named it (only the models that return a source list).

### Domains cited

- startwithidentity.com: 26
- oneidentity.com: 24
- startupstash.com: 17
- securityboulevard.com: 15
- expertinsights.com: 14
- research.isg-one.com: 13
- wwt.com: 13
- idsync.com: 12
- g2.com: 10
- sourceforge.net: 10

### Pages cited

- https://oneidentity.com/learn/top-non-human-identity-and-agentic-ai-security-tools.aspx: 23
- https://startwithidentity.com/rankings: 19
- https://startupstash.com/top-non-human-identity-management-platforms: 15
- https://expertinsights.com/identity-and-access-management/top-nhi-management-solutions: 14
- https://research.isg-one.com/buyers-guide/information-technology/cybersecurity/non-human-identities-platforms/2026: 13
- https://wwt.com/blog/non-human-identity-security-platform-assessment: 13
- https://sourceforge.net/software/non-human-identity-management: 9
- https://startwithidentity.com/rankings/best-non-human-identity-security-platforms: 9

## In its own words

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

- Positioning: AI Agent & Non-Human Identity Security Platform (https://token.security/)
- For: security teams (https://token.security/)
- Certifications: ISO 27001, SOC 2 Type II
- Customers named: HiBob, Udemy, GEHA, Klaviyo, Lemonade, PROS, Dayforce, AlphaSense

## What it publishes

Every page token.security exposes, read 2026-10-05: 313 addresses. By kind, pages and the last 90 days:

- blog: 143 pages, 109 in the last 90 days, latest 2026-09-30
- case study: 2 pages, 0 in the last 90 days, latest 2026-06-25
- webinar or virtual event: 4 pages, 0 in the last 90 days, latest 2025-12-25
- conference or event: 1 pages, 0 in the last 90 days, latest undated
- report or ebook: 4 pages, 0 in the last 90 days, latest 2025-09-14
- comparison: 3 pages, 3 in the last 90 days, latest 2026-09-06
- template or tool: 1 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 10 pages, 8 in the last 90 days, latest 2026-09-30
- podcast or video: 1 pages, 0 in the last 90 days, latest 2026-05-29
- news or press: 86 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-30 blog: Agentic ai attack vectors emerging threats and defense strategies https://www.token.security/blog/agentic-ai-attack-vectors-emerging-threats-and-defense-strategies
- Recent: 2026-09-30 blog: Agentic ai lifecycle management from training to decommissioning securely https://www.token.security/blog/agentic-ai-lifecycle-management-from-training-to-decommissioning-securely
- Recent: 2026-09-30 blog: Agentic ai threat simulation predicting unintended behaviors before they happen https://www.token.security/blog/agentic-ai-threat-simulation-predicting-unintended-behaviors-before-they-happen
- Recent: 2026-09-30 blog: Blog ai agent security fails identity configuration problem https://www.token.security/blog/blog-ai-agent-security-fails-identity-configuration-problem
- Recent: 2026-09-30 blog: Cloud security challenges risks threats and ai driven complexity https://www.token.security/blog/cloud-security-challenges-risks-threats-and-ai-driven-complexity
- Recent: 2026-09-30 blog: Collaborative AI Agents: Securing Multi-Agent Networks | Token Security https://www.token.security/blog/collaborative-ai-agents-securing-multi-agent-networks

## 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.