Cobalt.io vs Riot

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

Riot leads in AI visibility (70 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.

Full profile
Riot logo

Riot

ChallengerSecurity

General

Paris cybersecurity employee risk monitoring at $10M+ ARR 2024 (triple-digit growth) serving Mistral AI, Deel, Intercom, Y Combinator;

AI VisibilityBeta
Overall Score
B70
Category Rank
#150 of 1158
AI Consensus
65%
Trend
down
Per Platform
ChatGPT
69
Perplexity
71
Gemini
78

About

Riot is a Paris, France-based employee cybersecurity awareness and monitoring platform — backed with $45 million in total funding including a $30 million Series B in February 2025 led by Left Lane Capital at a $170 million+ post-money valuation with Y Combinator, Base10, and FundersClub — providing 1,500+ organizations including Mistral AI, Y Combinator, Modern Treasury, Deel, Intercom, L'Occitane, and Le Monde with real-time employee cybersecurity vulnerability detection and AI-powered awareness coaching through Albert, Riot's AI cyber coach. Surpassing $10 million in annual revenue in 2024 with triple-digit year-over-year growth, Riot detects employee-level security risks (weak passwords, unsafe file permissions, phishing susceptibility) and guides employees through interactive remediation coaching without requiring IT security team manual intervention.

Full profile

AI Visibility Head-to-Head

35
Overall Score
70
#1
Category Rank
#150
69
AI Consensus
65
up
Trend
down
34
ChatGPT
69
32
Perplexity
71
28
Gemini
78
42
Claude
77
32
Grok
64

Key Details

Category
Pentest as a Service
General
Tier
Growth
Challenger
Entity Type
brand
brand

Capabilities & Ecosystem

Capabilities

Only Cobalt.io
Pentest as a Service

Integrations

Only Riot

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