Vision AI is entering an inflection point as enterprises seek to digitize physical operations, with video emerging as a rich yet least-utilized data source, according to Vikram Gupta, Founder & CEO of Awiros. Gupta states that organisations are looking beyond standalone AI applications toward platforms that can manage Vision AI deployments at scale. Awiros’ Vision AI Operating System powers largescale enterprise deployments across airports, smart/safe cities, transportation, manufacturing, aerospace, airframer supply chain, energy, logistics, and other critical sectors. The platform abstracts infrastructure complexity and enables organisations to deploy, orchestrate, and continuously improve hundreds of AI applications across thousands of cameras from a single platform. Gupta’s conviction is that enterprises will adopt one intelligent platform capable of running every visual workflow rather than hundreds of isolated AI products. The next wave of adoption will be driven by industries where milliseconds matter and operational excellence directly impact profitability and safety, including manufacturing, aerospace, aviation, logistics, energy, mining, defense, law enforcement and critical infrastructure. Millions of cameras have been deployed over the past decade, but most still function as passive recording devices; Vision AI transforms them into intelligent sensors. Gupta compares Vision AI to cloud computing, stating it will become the intelligence backbone of physical enterprises. Customer conversations have shifted from asking whether AI can detect something to asking how quickly it can be deployed across 200 facilities, with use cases including safety compliance, quality inspection, predictive maintenance, process adherence and operational analytics now board level transformation