AI DataFeed

Your Models are Only as Good as Your Data

The biggest hurdle to implementing AI in water-intensive industries isn’t the algorithm—it’s the data source. Manual lab results are too infrequent, too delayed, and too prone to human error to train a predictive model. To achieve true automation, your digital twin needs a constant, reliable pulse of what is happening inside your pipes.

2S Water provides the high-resolution data stream required to move from basic monitoring to advanced predictive analytics. We turn water chemistry from a “black box” into a transparent, actionable variable.

Feed your AI and Machine Learning models with the clean, high-frequency water chemistry data they’ve been missing.

  • Predictive Process Modeling: Use real-time metal concentrations to train ML models that predict yield outcomes or reagent requirements before they happen.

  • Dynamic Control Loops: Integrate our data directly into your PLC or SCADA systems to enable closed-loop automation. Let your system adjust dosing or flow rates autonomously based on live chemical signatures.

  • Digital Twin Synchronization: Keep your digital twin perfectly calibrated with the physical world. Our API provides a “living” data feed that ensures your simulations reflect current chemical realities, not last week’s lab report.

  • Anomaly Detection: Train your systems to recognize the “fingerprint” of an impending process deviation or equipment failure. AquaValid’s high-frequency sampling captures the subtle trends that manual sampling misses.

Clean, Tagged, and Ready for Scale

  • Consistent Data Frequency: Unlike sporadic grab samples, AquaValid provides a rhythmic, automated data cadence. This consistency is vital for time-series analysis and training robust machine learning models.

  • Direct API & Edge Connectivity: Whether you are running analytics at the edge or in the cloud, our system is designed for modern stacks. We provide a well-tagged, structured data output that integrates seamlessly with platforms like AWS, Azure, or proprietary enterprise software.

  • Historical Data Integrity: Build a “Golden Batch” database with year-over-year chemistry trends. Our automated logging ensures you have a complete, tamper-proof history of your water chemistry for long-term optimization projects.

The Future of Industry is Data-Driven

Automation is the key to staying competitive in a volatile market. By providing the world’s first real-time dissolved metal datafeed, 2S Water is the missing link between your physical infrastructure and your digital aspirations.

Stop guessing. Start knowing. Let your data drive your ROI.