Integrity Operational Blind Spots Thousands of interconnected systems, clusters, and data sources yet lack of proactive visibility or understanding of context. Most downtime is caused by routine operational changes (patching, scaling, upgrades) yet existing tools are reactive. Constant Change Protection, availability, recovery are handled in silos making it difficult to ensure data remains resilient, secure, and recoverable across apps, and environments. Infrastructure Only Resilience AI pipeline and attacks amplify cost of failure and response, but risk now occurs at any layer, app, data, infrastructure and service. AI + Cyber Infrastructure Defined Control vs. Application Centered Resilience