As organizations continue to enhance their software release process they will plan and budget for their road-map initiatives. Adding AI/ML to support the up-time and continuous verification of your software can be very effective once you have automated and reliable deployment pipelines. Adopting a smart Continuous Delivery tool removes talent dependencies related to managing and operating software in production. Moving to a proactive approach with supportive AI/ML. This white paper discusses in detail how this helps nurture a DevOps culture and allow companies to scale into a Cloud-as-a- Service model