Use cases
Operational scenarios the product is designed to help investigate.
Each scenario is a deterministic sample used in the interactive demo. These are product use cases — not customer case studies.
AMMONIA RISK
A rising NH₄-N trajectory
In the sample scenario, NH₄-N rises as dissolved oxygen falls and load increases. The workflow moves the operator from signal review to a risk preview, an alert, a recorded investigation and a report.
- Signal review
- Risk preview
- Alert
- Investigation
- Report
+1h
3.6
+2h
3.9
+4h
4.6
AERATION DEGRADATION
Oxygen falls, aeration context changes
Blower output declines and the DO probe flatlines. Data-quality checks flag the probe first; driver context then points the investigation toward aeration.
- Data quality
- Flatline flagged
- Driver context
- Investigation
- Missing timestampsPass
- Duplicate recordsPass
- Missing valuesReview
- Invalid rangesPass
- Sudden jumpsPass
- FlatlineFail
STORM / HIGH FLOW
Hydraulic load changes the picture
Rainfall and influent flow increase sharply. The workflow shows hydraulic context alongside a changing risk view, with confidence reduced by analyzer gaps.
- Rainfall
- Flow context
- Risk view
- Reduced confidence
- Influent flow↑ illustrative
- Dissolved oxygen↓ illustrative
- Temperature change↓ illustrative
- Aeration condition↓ illustrative
DATA-QUALITY INCIDENT
When the data cannot be trusted
Missing values, a flatline or a stale signal. Instead of pretending the prediction is reliable, the product reduces confidence or abstains — and says why.
- Missing / stale data
- Checks fail
- Confidence reduced
- Abstain
Influent flow
336.4 m³/h
Dissolved O₂
1.2 mg/L
Temperature
15.8 °C
NH₄-N · +1h / +2h / +4h
Curated Demo Output