Every Business Problem Has A Location. Most AI Still Doesn’t Know That

The article introduces intent engineering, then argues physical-world AI also needs geospatial awareness to be truly useful.

For businesses like pipelines, logistics, and infrastructure, location-specific context can change risk, maintenance, and resource decisions.

The pipeline maintenance example shows how digitized records plus accurate geographic data improve predictive analytics and operational planning.

AI that ignores geography may miss weather, soil, and network conditions that shape real-world asset vulnerability.