Interest in AI that understands the physical world is surging. The hard part is turning impressive demos into dependable tools for operations teams.
Beyond the demo
A short clip with a perfect detection is compelling. Running the same capability across thousands of cameras, around the clock, with predictable latency is a different engineering problem entirely.
Fit the workflow
Teams already have control rooms, video management systems and escalation procedures. Tools that slot into those processes get used; tools that demand new ones get shelved.