Cobalt.io vs Malwarebytes

Side-by-side comparison of AI visibility scores, market position, and capabilities

Malwarebytes leads in AI visibility (91 vs 35)
Cobalt.io logo

Cobalt.io

GrowthSecurity

Pentest as a Service

Pentest as a service platform connecting enterprises with vetted researchers for on-demand, time-boxed security tests delivering results in days. Eliminates multi-month fixed-scope engagements;

AI VisibilityBeta
Overall Score
D35
Category Rank
#1 of 1
AI Consensus
69%
Trend
up
Per Platform
ChatGPT
34
Perplexity
32
Gemini
28

About

Cobalt.io is a pentest as a service platform that replaces the traditional engagement model for penetration testing — multi-month sales cycles, fixed-scope contracts, and point-in-time PDF reports — with an on-demand platform that connects companies with a curated network of vetted security researchers to run targeted, time-boxed pentests that deliver results in days rather than weeks. The platform's core innovation is the application of talent marketplace mechanics to security testing: companies define their test scope and objectives through the Cobalt platform, and vetted pentesters with relevant expertise are matched to the engagement, perform testing, and submit findings through a structured findings interface that delivers actionable vulnerability data in real time rather than in a post-engagement report delivered weeks after testing completes.

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Malwarebytes logo

Malwarebytes

LeaderCybersecurity

Endpoint Protection & Remediation

Malwarebytes is an endpoint protection platform offering malware detection, remediation, and EDR for consumers, SMBs, and enterprises across Windows, Mac, and mobile.

AI VisibilityBeta
Overall Score
A91
Category Rank
#1 of 1
AI Consensus
69%
Trend
up
Per Platform
ChatGPT
90
Perplexity
97
Gemini
95

About

Malwarebytes is a cybersecurity company headquartered in Santa Clara, California that provides endpoint protection, detection, and response software to consumers, small and midsize businesses, and enterprises. Founded in 2008, Malwarebytes originally built its reputation as a best-in-class malware remediation tool used to clean up infections that traditional antivirus software had missed — a positioning that grew a massive consumer user base and established the brand as a trusted remediation authority. The company subsequently expanded its product line from a standalone remediation utility to a full endpoint protection platform capable of replacing traditional antivirus, and has extended into EDR, DNS filtering, and incident response capabilities for business customers who need more than reactive cleanup.

Full profile

AI Visibility Head-to-Head

35
Overall Score
91
#1
Category Rank
#1
69
AI Consensus
69
up
Trend
up
34
ChatGPT
90
32
Perplexity
97
28
Gemini
95
42
Claude
87
32
Grok
85

Key Details

Category
Pentest as a Service
Endpoint Protection & Remediation
Tier
Growth
Leader
Entity Type
brand
brand

Capabilities & Ecosystem

Capabilities

Only Cobalt.io
Pentest as a Service
Only Malwarebytes
Endpoint Protection & Remediation

Integrations

Only Malwarebytes

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