Coinbase leverages AI to enhance its engineering processes, enabling its engineers to maintain high shipping velocity. The article highlights how Resolve AI plays a critical role in this by providing tools for incident resolution, cost optimization, and maintaining resilient systems. Engineers use Resolve AI frequently to investigate alerts across their code and infrastructure, significantly speeding up root cause analysis for issues related to payments, trading, and transactions. The technology allows teams to analyze usage and spending across various platforms like Kubernetes and cloud services, helping identify areas for cost savings. One standout feature is the AI's ability to link changes to live traffic and errors, which helps mitigate risks associated with high-stakes releases. According to Angelo Marletta, a Staff Software Engineer at Coinbase, Resolve AI has proven effective by identifying dependencies and root causes 72% faster than their internal teams, integrating seamlessly into the existing tech stack. The article emphasizes a shift in the role of engineers, focusing on more impactful problems rather than simply boosting speed. It also introduces a strategy guide for evaluating AI SRE platforms, making it easier for organizations to build a business case for adoption in regulated environments. The goal is to empower NOC and SRE teams with AI tools that can autonomously investigate issues, correlate alerts, and ensure customer-facing applications recover quickly while remaining compliant with regulations.