Product / How it works
From wastewater data to an operator investigation workflow.
A structured product concept for data quality, nutrient-risk visibility, alerts, evidence-grounded AI assistance and auditable reporting.
01 · Guided Plant Profile & Data Studio
One bounded plant workspace.
Each workspace describes a single plant: its process units, measured signals, units of measure and data sources — so every downstream view is anchored to a known context.
The preview uses a synthetic demonstration environment, “WWC Demo Plant A”. No real plant is connected.
Release target: Working PrototypeWWC Demo Plant A
Synthetic- Process
- Activated sludge, nitrifying
- Units
- 2 aeration basins
- Signals
- 8 measured
- Plant connection
- Not connected
02 · Data Quality & Sensor Health
Deterministic checks before any risk view.
These are rule-based data checks, not AI. They establish whether the data is fit to interpret.
- Missing timestamps
- Missing values
- Duplicate records
- Flatlines
- Stale data
- Abnormal ranges
- Unit consistency
- Data coverage
03 · Multi-Horizon Nutrient Risk
+1h, +2h and +4h interface examples.
+1h
3.0 mg/L
+2h
3.2 mg/L
+4h
3.7 mg/L
Forecast trajectories shown in the current preview are illustrative and are not generated by a validated production Waste Water Care forecasting model.
04 · Reliability & Abstention
Showing when the system should not be trusted.
Normal demonstration state
Inputs within expected ranges; illustrative band is narrow.
Reduced confidence
A sensor shows gaps or drift; the view widens its band and says why.
Unable to assess
Data quality is insufficient; the interface abstains instead of guessing.
05 · Driver Analysis
Which signals the view is responding to.
Scenario drivers
Illustrative- Dissolved Oxygen↓ illustrative
- Influent Flow↑ illustrative
- Temperature↓ illustrative
- pH↑ illustrative
- Aeration↓ illustrative
Illustrative driver analysis — not current SHAP values.
06 · Alert & Operator Workflow
A traceable alert lifecycle.
- 01
Open
- 02
Acknowledged
- 03
Assigned
- 04
Investigating
- 05
Action Recorded
- 06
Closed
07 · Evidence Copilot
A bounded, read-only, citation-based assistant.
Designed to answer questions using an approved knowledge corpus only. If evidence is missing, it says so — no uncited generic answers.
Q: Why is ammonia risk increasing in this scenario?
- Answer
- In the synthetic “Aeration Degradation” scenario, dissolved oxygen falls below its scenario baseline while influent flow rises, which the prepared demo output associates with an increasing NH₄-N trajectory.
- Evidence Used
- [1] Synthetic DO series, Basin 2 · [2] Synthetic flow series · [3] Scenario definition sheet
- Source Type
- Synthetic demonstration data
- Evidence Status
- Demonstration only — not validated
- Missing Evidence
- Real-plant historical data; lab-confirmed NH₄-N samples; validated model.
08 · Evidence Report
Incident summary drafts for human review.
Incident WWC-DEMO-024 · Draft summary
Synthetic scenario: ammonia-risk preview elevated at +2h following a dissolved oxygen decline in Basin 2. Operator acknowledged, inspected blower status and recorded an aeration check. Validation status: not validated.
09 · Trust Center
Everything needed to judge what you are looking at.
- Feature truth
- Data card
- Model status
- Source register
- Limitations
- Roadmap
- Audit export
- Release states