Water conservation.

Target irrigation to where crops actually need water

Build an agent that maps which parts of a field are thirsty vs already wet and tells irrigation where to go, so farmers stop soaking spots that don't need it.

Align irrigation schedules with soil and weather data

Build an agent that reads soil moisture and weather and proposes when to water (or wait), so schedules stop ignoring what's actually in the ground and sky.

Distinguish temporary from sustained water demand rises

Build an agent that checks whether a demand spike is a blip or a lasting rise and flags what utilities should do, so shortages don't get worse from misreading the surge.

Show households which activities drive water use

Build an agent that ties usage to daily activities and shows what to change first, so households stop wasting water without knowing why.

Close the gap between urban water demand and supply

Build an agent that compares city demand vs reliable local supply and surfaces the biggest gaps to fix, so cities see the shortfall before the taps run short.

Detect water contamination earlier in distribution pipes

Build an agent that spots early contamination signals in the pipe network and alerts where to check, so bad water doesn't reach people first.

Identify highest-water processes in industry

Build an agent that ranks which processes drink the most water and what to cut first, so industry can reduce use instead of guessing.

Detect water supply deterioration before shortages hit

Build an agent that watches reservoirs and local sources for early decline and warns before a shortage, so communities aren't surprised when supply is already gone.

Adapt farm production to shifting rainfall and temperatures

Build an agent that tracks changing rain/heat and suggests crop or timing shifts, so farmers keep yields steady as the climate moves the goalposts.