Strategy & Design
Solutions Strategically Designed for ROI
We partner with you to develop the strategic foundation for your R&D digital and AI initiatives to ensure every component contributes to measurable impact and value to your company.
Building the Foundation for Digital R&D Success
True innovation requires more than technology—it requires a clear strategy and intentional design. We’ve developed a proven approach to success over the last 24 years of driving innovation for our customers. Before any implementation of a technical solution, we translate your business goals into a practical roadmap with priorities, decision points, and timelines grounded in how your labs actually operate. We align stakeholders early, define success metrics, and surface risks so adoption is planned, not left to chance. The result is a solid strategy and plan your teams believe in, with visible progress, steady momentum, and room to learn as you scale.
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 Strategy & Design Capabilities
We develop the strategic frameworks, roadmaps, and system designs that help R&D
organizations adopt AI, modernize processes, and build a scalable foundation for long-term success.

R&D AI Transformation
While tempting to just “do AI,” measurable success and ROI are only achievable with a comprehensive strategic plan. We understand where AI can best be applied in the context of where you are now and where you want to be—grounded in nearly 25 years of developing AI solutions.

R&D Digital Transformation
We help traditional labs strategically transform from human-centric to compute-centric, enabling researchers to shift from spending time on manual, repetitive tasks in spreadsheets, ELNs, and even paper to focusing on high-value analysis and previously unimaginable innovation.

Strategic Roadmap Development
A strategic roadmap clarifies and aligns stakeholders on why we build, what we build, and when we expect value to land. After a comprehensive discovery session and in-depth analysis of your data infrastructure and workflows, we develop a strategic roadmap that serves as the North Star for every line of code.

Data System Design
We help plan, architect, and implement the foundational frameworks for your complex, siloed, and fragmented data, ensuring your data infrastructure is not only scalable and reliable but also optimized to support future growth and evolving business needs.

Process Analysis
Map current workflows end-to-end, then redesign for clarity and speed. We remove friction, codify best practices in SOPs, and establish controls so improvements stick.

Change Enablement
Make adoption a managed outcome, not an afterthought. We handle stakeholder mapping, communications, champions, and training plans—backed by simple adoption metrics that keep leaders informed and teams supported.
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 Technologies
Machine Learning, Deep Learning, Bayesian Optimization, Generative Adversarial Networks, Graph Neural Networks
Advanced Modeling & Systems
Reasoning Models, Multi-Scale Modeling, Surrogate Modeling, Simulation, Image Processing, Agentic AI Systems
Language & Generative AI
Natural Language Processing, Foundation Models, Generative AI, Large Language Models
Insights & Resources
3 min read
6 Predictions: How AI Will Transform Scientific R&D In The Next Decade
3 min read
Reshaping Materials R&D: Navigating Margin Pressure in the Specialty Chemicals Industry
3 min read
The Emergence of the AI Co-Scientist
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.