Apiiro vs Duckie

About

Apiiro is a code risk platform that builds a deep understanding of the application architecture — APIs, authentication flows, data models, third-party dependencies, and infrastructure configuration — by analyzing the codebase and correlating that structural knowledge with security findings to prioritize risk based on reachability and business impact rather than vulnerability severity scores alone. The platform's approach to risk prioritization addresses a core frustration in application security: raw vulnerability counts from scanners are dominated by findings that are technically valid but not practically exploitable in the specific application context, causing engineers to waste remediation cycles on low-risk findings while genuinely dangerous issues are buried in the queue. Apiiro's risk engine uses its application model to distinguish findings that are reachable from the internet, handle sensitive data, or sit in the critical path of authentication from those that do not.