Model & data transparency
Know what is built, simulated, planned and out of scope.
Technology credibility starts with showing the boundary between an interface, an experimental AI function and a validated production capability.
Current state
Demonstration in development
DEMONSTRATION IN DEVELOPMENT
The new Waste Water Care demonstration is currently being designed and implemented. No production forecasting model or live wastewater-plant integration is represented by this website preview.
Product truth matrix
Every capability, with its state.
| Capability | Status |
|---|---|
| Plant / Data Workspace | Release target: Working Prototype |
| Data Quality & Sensor Health | Release target: Working Prototype |
| Forecast + Event Risk | Curated Demo Output |
| Confidence / Prediction Interval / OOD | Curated Demo Output |
| Driver Analysis | Curated Demo Output |
| Alert + Action Workflow | Release target: Working Prototype |
| Evidence Copilot | Designed release state: Experimental AI POC |
| LLM Incident Report | Designed release state: Experimental AI POC |
| Trust Center | Release target: Working Prototype |
| Live SCADA / Historian | Not Included |
| Actual SHAP | Not Included |
| Calibrated Conformal Intervals | Not Included |
| Production Prediction Engine | Not Included |
| Digital Twin | Future Roadmap |
| Autonomous Control | Not Included |
Technology evolution
From research baseline to planned benchmarks.
No benchmark scores are shown. Benchmarks will be reported only after real-plant evaluation.
Historical Research Baseline
- RNN / LSTM
Planned Benchmark Architecture
- Persistence
- ElasticNet
- XGBoost / LightGBM
- LSTM / GRU
- TCN
- Transformer / TFT
- Probabilistic approaches
Future Hybrid Intelligence
- Mechanistic + ML
- Digital shadow
- Hybrid digital twin
- Constrained what-if analysis
Data transparency
Where the demonstration data comes from.
Demonstration Data Source
Synthetic demonstration dataset — not collected from an operating wastewater treatment plant.
Real-plant model training and validation are not part of the current demonstration release.
Limitations
Stated plainly.
- Not Includedproduction prediction
- Not Includedlive plant integration
- Not Includedautomated control
- Not Includedmodel-performance guarantee
- Not Includedcompliance determination
- Not Includedvalidated economic impact claim