VLM output
An elevated fixed camera looks down on a swollen river carrying fast, turbulent brown floodwater past a rocky midstream bar, with the adjacent poplar plantation on the far bank already submerged. Across the four frames the water level rises slightly and the flow spreads further over the eroded near-bank terrace, progressively covering rocks and debris that were exposed earlier.
- Water LevelHigh
- Flood ConditionYes
- Level TrendRising
- Bank OverflowYes
- Flow RateRapid
- Water TurbidityVery Muddy
- Bank Erosion VisibleYes
- Floating DebrisYes
- People Or Vehicles In WaterNo
Customer challenges
Staff must watch camera feeds or drive to gauge sites to judge how fast a river is rising.
Overnight and storm-period rises can go unnoticed until water is already near critical points.
Physical gauge sensors are costly to install and maintain across many scattered river locations.
Without a clear record of how levels changed, teams struggle to justify or review closure and evacuation decisions.
Customer benefits
Duty teams learn about a rising river early enough to close roads and warn residents.
One operator can keep watch over many river locations at once instead of a handful.
Sites already covered by cameras gain level monitoring without new in-water hardware.
Every alert comes with the camera view behind it, so decisions can be checked and explained later.
Key features
Water Level Rise Detection
Detects rising water levels in the river channel.
Bank Overflow / Levee Breach Detection
Detects bank overflow and levee breach.
Riverbank Passability Assessment
Assesses whether riverbank routes remain passable.
Before & after
| Before | After — with Linker AI Nexa |
|---|---|
| Before Operators scan live camera walls to spot a rising river. | After — with Linker AI Nexa The system watches the water line and alerts only when it rises. |
| Before Overnight rises are found at the next shift change or site visit. | After — with Linker AI Nexa Monitoring continues through the night and notifies duty staff on the spot. |
| Before Crews drive to riverside sites to read gauges during heavy rain. | After — with Linker AI Nexa Level status arrives from the camera, keeping crews out of harm's way. |
| Before Road closure calls rest on scattered reports and personal judgment. | After — with Linker AI Nexa Calls rest on a threshold alert and the camera view that triggered it. |
| Before Adding a monitored site means installing and maintaining in-water sensors. | After — with Linker AI Nexa Adding a site means pointing the software at a camera already there. |