Sunthetics Blog

Insights for Scientists Running Smarter R&D

Where machine learning meets the chemistry lab — research, case studies, and expert perspectives on AI-driven experimentation.

Building an open-access autonomous chemistry lab: NSF logo at the center of a closed experimental loop of idea, experiment, results, and AI recommendation
Company & Product News
August 26, 2026
Sunthetics Joins Scripps Research and UCLA on $19.5 Million NSF Initiative to Build an Open-Access Autonomous Chemistry Lab
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Why the lab optimum fails: a narrow yield peak with a thin operating window above target that fails under real variation, beside a broad plateau with a wide operating window that survives scale-up
Process & Reaction Optimization
August 17, 2026
Why the Lab Optimum Fails: Process Optimization for Scale-Up With Small Data
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R&D Strategy & ROI
July 29, 2026
What Good Data Quality Looks Like for R&D Machine Learning
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10 Things to Look for in a BO Platform: three candidate platforms evaluated, with Platform B selected as Your Choice
R&D Strategy & ROI
July 22, 2026
Choosing an ML Platform for Pharma R&D: A Process and Formulation Development Buyer's Guide
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Process & Reaction Optimization
July 15, 2026
Is AI a Black Box in Chemical Process Development
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Sunthetics R&D Briefing
May 18, 2026
What Good Experimental Data Looks Like for R&D Machine Learning
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Sunthetics R&D Briefing
May 18, 2026
How to Choose Bayesian Optimization Software for Pharmaceutical R&D
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R&D Strategy & ROI
June 15, 2026
How to Decide Between Building or Buying Machine Learning Software for R&D
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Explainability & Trust
May 6, 2026
How SuntheticsML Guides Experiments Without Becoming a Black Box
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Company & Product News
April 27, 2026
Introducing Lithium: Faster Results, Smarter Optimization and More Control
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Case Studies & Publications
Frugal Sampling Strategies for Navigating Complex Reaction Spaces
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Process & Reaction Optimization
Bayesian Optimization for Chemical and Pharmaceutical Process Development
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Experiment & DOE Optimization
The Limits of Traditional DOE: What R&D Leaders in Pharmaceuticals Need to Know
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Case Studies & Publications
How Machine Learning is Powering Innovation in Freeze Drying
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Company & Product News
Merck and Sunthetics Win 2025 ACS Green Chemistry Award for Algorithmic Process Optimization
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Company & Product News
SOC 2 Compliance at Sunthetics
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