Cobalt.io vs Duckie

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

Cobalt.io

GrowthSecurity

Pentest as a Service

Cobalt.io is a pentest as a service platform connecting companies with vetted security researchers to run continuous, on-demand penetration tests.

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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Duckie

EmergingInfrastructure

IT Operations

SF YC W24 AI support agent builder at 80% resolution time reduction and 71% ticket deflection; $500K from a16z/Greylock/YC/Netflix competing with Intercom Fin for customer support AI workflow automation.

AI VisibilityBeta
Overall Score
D25
Category Rank
#18 of 68
AI Consensus
59%
Trend
stable
Per Platform
ChatGPT
33
Perplexity
19
Gemini
36

About

Duckie is a San Francisco-based AI customer support platform — backed by Y Combinator (W24) with $500,000 in funding from Y Combinator, Andreessen Horowitz, Greylock, KungHo Fund, Netflix, and 5 additional investors — providing customer support teams with an AI agent builder that translates existing support processes and workflows into predictable, reliable AI automation, achieving 80% reduction in resolution time and 71% ticket deflection for deployed teams. Founded in 2023 and targeting customer support leaders at growth-stage software companies, Duckie enables support teams to deploy AI agents in minutes without engineering dependency.

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