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Index › IT › Products › CISA Malcolm · November 2026 Edition

OT and IoT security · Named, not ranked

CISA Malcolm

–Too few to rank

3/14Models named it

2First choices

1Warnings

November 2026 Edition · all company sizes counted.

Ranked inOT and IoT security #13 mid-market

What AI models recommend

Named, too few times to rank.

A product needs 10 labels in a category before a share is stated. CISA Malcolm has 3.

Why models recommend it

“Start with Free Asset Discovery & Passive Monitoring: ... feed it into a instance of CISA Malcolm”Gemini 3.5 Flash · Budget-constrained question · first choice

“CISA Malcolm is an open-source tool for automated network traffic analysis”Claude Haiku 4.5 · Budget-constrained question · alternative

What gives them pause

“Be Cautious With: CISA Malcolm (until patched)”GLM 4.7 FlashX · Negative question · warning

Also on the shortlist

The products named in the same answers as CISA Malcolm, over the 4 answers that named it, and how often each was the first choice instead.

Product	Named together	Picked instead
Fortinet OT Security Platform	3	1	View →
Claroty xDome	3	0	View →
Dragos Platform	3	0	View →
Nozomi Networks Guardian	3	0	View →
Palo Alto Networks OT Security	2	1	View →
Microsoft Defender for IoT	2	0	View →
Cisco Cyber Vision	1	0	View →
Elisity	1	0	View →
FortiGate	1	0	View →
OPSWAT	1	0	View →

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

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 CISA Malcolm 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 4 of the 4 answers that named CISA Malcolm and are not a share of its labels.

Domains cited

elisity.com3

asimily.com2

fortinet.com2

g2.com2

github.com2

inl.gov2

malcolm.fyi2

netwitness.com2

networkintelligence.ai2

otecosystem.com2

No domain is on file for CISA Malcolm, so its own site is not marked.

Pages cited

elisity.com/blog/leading-vendors-securing-ot-industrial-control-systems3

inl.gov/national-security/ics-malcolm2

malcolm.fyi/2

netwitness.com/blog/top-operational-technology-security-providers2

networkintelligence.ai/blogs/best-ot-security-services2

reliamag.com/topics/guides/best-industrial-cybersecurity-platforms-ot-ics-security-20262

systemshardening.com/articles/observability/ot-network-monitoring-malcolm2

asimily.com/blog/best-ot-ics-security-platforms1

Pages are listed as the models cited them.

By model

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

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