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Index › IT › Products › IBM Randori · November 2026 Edition

2 categories · Named, not ranked

IBM Randori

IBM Randori is an offensive security platform from IBM for attack surface management · ibm.com ↗

–Too few to rank

8/14Models named it

2First choices

2Warnings

November 2026 Edition · all company sizes counted.

Ranked inAttack surface management #105 mid-market Breach and attack simulation #27

What AI models recommend

Named, too few times to rank.

A product needs 10 labels in a category before a share is stated. IBM Randori has 6.

Why models recommend it

No positive label carried a quote.

What gives them pause

“dramatically cheaper than enterprise tools like Bitsight, Randori (now part of CrowdStrike)”DeepSeek V4 Flash · Budget-constrained question · warning

Also on the shortlist

The products named in the same answers as IBM Randori, over the 15 answers that named it, and how often each was the first choice instead.

Product	Named together	Picked instead
AttackIQ	8	0	View →
XM Cyber	7	0	View →
Microsoft Defender External Attack Surface Management	6	1	View →
SafeBreach	6	0	View →
Cortex Xpanse	5	1	View →
CyCognito	5	1	View →
Cymulate	5	0	View →
Bitsight	4	0	View →
OWASP Amass	3	0	View →
Pentera	3	0	View →

A side-by-side page exists where both products are among a category's top eight.

At a glance

Stated on IBM Randori's own site, not checked by Gane.

For: security teams; vulnerability management teams
Free plan or trial: free Attack Surface Review
Also from IBM: IBM AI Fairness 360, IBM API Connect, IBM Apptio Cloudability, IBM Aspera, IBM Aspera Managed File Transfer, IBM Business Automation Workflow and 100 more

Visit ibm.com ↗

How this is measured

Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.

Gane sells AI visibility software. No company can pay to change a result.

Read the method →

Sources returned with these answers

The sites and pages the answers that named IBM Randori came back with. A fact about retrieval, not a cause of the answer.

Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 10 of the 15 answers that named IBM Randori and are not a share of its labels.

Domains cited

csoonline.com3

cyble.com3

en.wikipedia.org3

gbhackers.com3

peerspot.com3

attaxion.com2

circleid.com2

cyberpress.org2

cybersecuritynews.com2

esecurityplanet.com2

Twenty-five of the twenty-five domain citations in answers naming IBM Randori came from a third party's page.

Pages cited

cyble.com/knowledge-hub/top-attack-surface-management-services3

en.wikipedia.org/wiki/Breach_and_attack_simulation3

gbhackers.com/best-breach-and-attack-simulation-bas-tools3

attaxion.com/top-external-attack-surface-management-vendors2

circleid.com/posts/best-attack-surface-monitoring-tools2

csoonline.com/article/574797/9-attack-surface-discovery-and-management-tools.html2

cyberpress.org/breach-and-attack-simulation-tools2

cyberpress.org/breach-attack-simulation-tools-review2

Pages are listed as the models cited them.

By model

How each model answered on IBM Randori across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.

Model	Mention	Warning	Labels
Claude Haiku 4.5	2	0	2
GPT-5.4 mini	0	0	0
Gemini 3.5 Flash	0	0	0
Perplexity Sonar	0	0	0
Grok 4.20	0	0	0
Mistral Small	2	0	2
DeepSeek V4 Flash	0	1	1
Llama 4 Maverick	0	0	0
Qwen 3.7 Flash	0	0	0
Kimi K2	0	0	0
GLM 4.7 FlashX	1	0	1
MiniMax M2.5	0	0	0
GPT-6 Luna	0	0	0
Muse Glimmer 30B	0	0	0