contextual insights that help teams address risks before deployment. The platform integrates with version control, CI/CD pipelines, and developer tools to provide continuous visibility and fix suggestions without altering code access rights. It also includes automated pentesting simulations and runtime protections to detect and mitigate threats dynamically. Aikido prioritizes alerts to reduce noise and supports customizable rules to focus on findings that matter most to engineering teams.