Data Systems

Smarter Systems for Scientific R&D Data

From data engineering to high-volume data management, we design scalable, reliable, and automated systems that transform raw scientific data into actionable insight.

Turning Scientific Data into Discovery

Scientific data underpins every digital strategy, yet much of its value remains untapped. Unlike typical enterprise data, it’s often unstructured—images, spectra, graphs, genetic sequences—and siloed across labs, researchers, and instruments that are hard to extract, combine, and share. Without rich metadata and flexible data models that evolve with hypotheses, reproducibility and reuse suffer. We build systems that streamline scientific data capture, management, and access—centralizing diverse formats, enriching with context, and designing adaptable schemas so you realize immediate value today while laying a strong foundation for tomorrow.

We are the go-to R&D technology partner for:

  • Strategic transformation
  • Solution design and development
  • Project takeovers
  • Last mile execution
  • Deployment and adoption
  • Scaling POCs

What We Deliver

Our Data Systems Capabilities

We build solutions that capture, organize, and optimize data through the entire scientific R&D data lifecycle from discovery to  development to production.

pipelining

Data Pipelining & Augmentation

Step-by-step automation of the ingestion of data from multiple sources, following distinct stages and enriched with provenance and context.

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Workflow Automation & Redesign

Targeted automation tools designed and built to remove manual and inefficient workflows, so scientists can focus on the science.

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Scientific Data Management Systems

Secure, centralization of scientific data from siloed and fragmented sources for improved data integrity, collaboration, and insights.

standardization

Data Capture Systems

Standardization of how data enters your ecosystem for increased reliability and usage, decreased errors, and higher quality downstream analytics.

funnel

High Volume Data Management

Data management tools capable of handling big data, turning your vast amounts of scientific data from overwhelming burden to competitive advantage.

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Database Design

Databases with structured schemas and indexing intentionally designed for the complexity of scientific data and R&D workflows.

data

Data Engineering

Designing the systems that collect, store, and process large volumes of raw data to ensure the data is usable and reliable for analysis and decision-making.

Purpose-Built Solutions Leveraging the Best Fit Technologies

Our solutions are built on proven architectures and the latest advances in AI, cloud infrastructure, and workflow automation—ensuring scalability and reliability for even the most complex scientific environments.

core
Core Technologies

Machine Learning, Deep Learning, Bayesian Optimization, Generative Adversarial Networks, Graph Neural Networks

advanced-modeling
Advanced Modeling & Systems

Reasoning Models, Multi-Scale Modeling, Surrogate Modeling, Simulation, Image Processing, Agentic AI Systems

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Language & Generative AI

Natural Language Processing, Foundation Models, Generative AI, Large Language Models

Insights & Resources

4 min read
Concurrent Materials Design, Accelerated by AI
This article references topics presented by Dr. Michael Heiber at Enthought’s 2025 R&D Innovation Summit in Tokyo. Link...
3 min read
6 Predictions: How AI Will Transform Scientific R&D In The Next Decade
This article was originally published on Forbes and can be found here. By Michael Connell, EdD | Chief Operating...
3 min read
Reshaping Materials R&D: Navigating Margin Pressure in the Specialty Chemicals Industry
The specialty chemicals and materials industry is undergoing a significant shift. For companies that have historically...
3 min read
The Emergence of the AI Co-Scientist
The era of the AI Co-Scientist is here. How is your organization preparing? Business and industry are undergoing a sea...

Ready to Take the Next Step?

Whether you need to get your R&D organization AI-ready or are ready to capitalize on advanced AI, Enthought can help.