A plant manager pulls up the shift dashboard. According to the screen, six CNC machines are running, the calibration cart is parked in bay 3, and work-in-progress on line 2 is on pace. None of that matches what's actually happening on the floor right now — two of...
Most operations teams don't have a shortage of data — they have a shortage of usable data. Sensors are logging vibration, location, and temperature every second, cameras are capturing footage nobody reviews, and machines are throwing off status codes nobody's parsing....
Most AI in operations stalls for the same reason. The model is fine. The strategy is reasonable. Even the pilot even works in the demo. Then it meets the actual factory floor, hospital wing, or shipyard — and it can't see anything that matters. It reasons from a...
Every release of Sonar comes down to the same question. Can an operations team see more of what is happening on their floor, and act on it sooner? Sonar Web 6.1.0 answers yes on three fronts. It captures new kinds of signal from the physical world, makes that signal...
Every wave of enterprise technology has had a foundational architecture. For cloud, it was virtualization. For analytics, it was the data warehouse. For the current wave of AI in physical operations, the architecture has a name: Capture, Learn, Act. This is the...
New sensor types, an expanded map experience (beta), and broader data export extend Sonar's day-one visibility and strengthen the AI-ready data foundation underneath it.DALLAS, June 24, 2026. Thinaer, the Physical AI capture layer, today released Sonar Web 6.1.0. The...
You've probably started hearing the term "Physical AI" show up in conversations about manufacturing, defense, and industrial operations. NVIDIA uses it. Technology analysts use it. And now it's appearing in vendor materials everywhere. The problem: most of those uses...
Defense and aerospace manufacturing operates in a world with zero margin for error. Every misplaced tool, every minute of unplanned downtime, and every compliance gap can cascade into delays measured in weeks or months — with real consequences for mission readiness...
The temptation is understandable. ChatGPT and other LLMs are producing remarkable results in customer service, content generation, and code development. So why not point one at your manufacturing operations and let it optimize everything? Because it will hallucinate....
Defense and aerospace leaders keep running into the same wall. The pitch decks promise AI-powered maintenance scheduling, real-time logistics intelligence, and smarter production decisions. The data those models need does not exist yet, not because operations are...
