ci/cd spend startup
Software Engineering vs Manual Deploys Save 25% Spend
Software engineering practices can cut deployment spend by roughly a quarter compared with manual deploys. In 2026, startups see CI/CD spend silently eroding their runway, making early automation choices critical. Software Engineering Foundations for Early-Stage CI/CD Spend When I first consulted for a seed-stage AI startup, the founders