1. [Home](https://www.g2.com/) 2. ... 3. [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms) 4. [SuntheticsML Discussions](https://www.g2.com/products/suntheticsml/discuss) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_67aa8a9ad83974c914c7ab1536df80ec/suntheticsml.png "Product Avatar Image") ](/products/suntheticsml/reviews) [ SuntheticsML ](/products/suntheticsml/reviews) 0 ratings SuntheticsML is an AI-powered experimentation platform that gives R&D teams a one-stop shop for designing experiments, visualizing results, and optimizing formulations, reactions, and processes with machine learning. Built for scientists in pharmaceuticals, chemicals, materials, and cosmetics, SuntheticsML supports the full experimental workflow—from initial Design of Experiments (DOE) and data exploration to ML-driven experimentation using Bayesian optimization and active machine learning. Teams can design their starting experiments, analyze and visualize experimental data, uncover relationships between variables, and receive recommendations for the next best experiments to run—all within one platform. Unlike traditional R&D workflows that rely heavily on trial-and-error or large, exhaustive DOE campaigns, SuntheticsML is designed to learn from small, real-world datasets and continuously guide experimentation toward better-performing conditions. What you can do with SuntheticsML: • Design and generate initial experiments using built-in DOE capabilities • Visualize experimental results, trends, variable relationships, and model insights in one centralized workspace • Get next-best-experiment recommendations for formulations, reactions, and process conditions • Optimize from as few as a handful of data points—no large dataset required • Improve yield, selectivity, quality, and performance while reducing unnecessary experiments, raw-material consumption, and development time • Move seamlessly from experimental design and data analysis into iterative ML-guided optimization • Collaborate across R&D teams on a secure platform with SOC 2 Type II–attested controls and per-customer data isolation R&D and process-development teams use SuntheticsML to replace fragmented experimental workflows with a single platform for DOE, data visualization, machine learning, and experimental optimization—helping scientists reach better results faster while keeping proprietary research data protected. Show More When users leave SuntheticsML reviews, G2 also collects common questions about the day-to-day use of SuntheticsML. These questions are then answered by our community of 850k professionals. Submit your question below and join in on the G2 Discussion. * * * ### 0.0 Nps Score ### All SuntheticsML Discussions Search Most CommentedMost HelpfulCommon QuestionsNewest All DiscussionsDiscussions with CommentsCommon QuestionsDiscussions without Comments FilterFilter Filter byExpand/Collapse Sort by Most Commented Most Helpful Common Questions Newest Filter by All Discussions Discussions with Comments Common Questions Discussions without Comments Sorry... There are no questions about SuntheticsML yet. ## Start a New Software Discussion Have a software question? Get answers from real users and experts [Start A Discussion](/products/suntheticsml/discussions/new?entry_point=discussions%23product) * * * ![Product Avatar Image](https://images.g2crowd.com/uploads/product/hd_favicon/548713c32aa3186a2706c641e5cce685/suntheticsml.svg "Product Avatar Image") ### Have you used SuntheticsML before? Answer a few questions to help the SuntheticsML community [ Yes ](javascript:void(0))[ Yes ](https://www.g2.com/login?context=product_review&return_to=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fsuntheticsml%2Fdiscuss%3Fsmall_ask%3Dsuntheticsml) No