A Faster Path from Atomic Structure to Actionable Insight
Modern materials innovation is constrained by legacy computational tools that are slow, expensive, and difficult to integrate into today’s AI-driven workflows.
Tailwater Informatics is building a more scalable alternative. Our platform uses physics-informed machine learning to predict critical electronic material properties from atomic configurations, helping teams move faster from candidate screening to decision-making.
High-Throughput Screening Engine
Rapidly evaluate large volumes of material candidates with greater efficiency.
High-Throughput Screening Engine
Rapidly evaluate large volumes of material candidates with greater efficiency.
Built on structured, domain-specific datasets designed for advanced materials workflows.
High-Throughput Screening Engine
Rapidly evaluate large volumes of material candidates with greater efficiency.
Proprietary Data Pipelines
Built on structured, domain-specific datasets designed for advanced materials workflows.
Neural Network Training Infrastructure
Physics-informed models trained to predict critical material properties at speed.
Scalable Compute Framework
Cloud-based infrastructure designed to support modern discovery at enterprise scale.
For an angler, a tailwater is the best place to cast a line—a stretch of river where nutrients gather, ecosystems thrive, and fish density is unmatched.
We've built Tailwater Informatics to create a tailwater for electronic materials science: a place where the world's electronic structure knowledge converges into the highest-density repository of information ever assembled.
Leveraging this concentration of knowledge, we can perform calculations that were once computationally impossible and dramatically accelerate the pace of materials discovery.
We've built the tailwater—now it's time to cast for the materials that will define the next century.
Neural Network Training Infrastructure
Physics-informed models trained to predict critical material properties at speed.
Scalable Compute Framework
Cloud-based infrastructure designed to support modern discovery at enterprise scale.
© 2026 Tailwater Informatics