# IBM Randori: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 6 judge labels across 2 categories by 4 of 14 models. Page: https://www.gane.ai/index/it/vendors/ibm-randori

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Attack surface management](https://www.gane.ai/index/it/security/attack-surface-management/index.md) | 0% | 105 | 33% | 3 |
| [Breach and attack simulation](https://www.gane.ai/index/it/security/breach-and-attack-simulation/index.md) | 0% | 27 | 0% | 3 |

## And against it

- "dramatically cheaper than enterprise tools like Bitsight, Randori (now part of CrowdStrike)" (DeepSeek V4 Flash, ASM)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 2 | 0 | 2 |
| 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 | 2 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 1 | 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 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named IBM Randori, from 10 of the 15 answers that named it (only the models that return a source list).

### Domains cited

- csoonline.com: 3
- cyble.com: 3
- en.wikipedia.org: 3
- gbhackers.com: 3
- peerspot.com: 3
- attaxion.com: 2
- circleid.com: 2
- cyberpress.org: 2
- cybersecuritynews.com: 2
- esecurityplanet.com: 2

### Pages cited

- https://cyble.com/knowledge-hub/top-attack-surface-management-services: 3
- https://en.wikipedia.org/wiki/Breach_and_attack_simulation: 3
- https://gbhackers.com/best-breach-and-attack-simulation-bas-tools: 3
- https://attaxion.com/top-external-attack-surface-management-vendors: 2
- https://circleid.com/posts/best-attack-surface-monitoring-tools: 2
- https://csoonline.com/article/574797/9-attack-surface-discovery-and-management-tools.html: 2
- https://cyberpress.org/breach-and-attack-simulation-tools: 2
- https://cyberpress.org/breach-attack-simulation-tools-review: 2

## In its own words

What IBM Randori's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: As a unified offensive security platform, IBM Security Randori is designed to drive resiliency through high-fidelity discovery and actionable context in a low-friction manner. (https://www.ibm.com/new/product-blog/ibm-security-randori-harnessing-the-attackers-perspective-to-reduce-attack-surface-exposures)
- For: security teams; vulnerability management teams (https://www.ibm.com/new/product-blog/ibm-security-randori-harnessing-the-attackers-perspective-to-reduce-attack-surface-exposures)
- Free plan or trial: free Attack Surface Review (https://www.ibm.com/new/product-blog/ibm-security-randori-harnessing-the-attackers-perspective-to-reduce-attack-surface-exposures)

## 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.