Gallery OptiML 1
Gallery OptiML 1
May 2021
Headquarters Brooklyn Heights, NY 11201, USA

OptiML - Predictive modeling software to accelerate chemical innovation

OptiML is a machine-learning predictive modeling software that generates accurate results from extremely small datasets, as little as 5 experiments. The solution enables process chemists across the industry to develop reactions 3 times faster, reduce resource consumption and greenhouse gas emissions, and reach novel and more efficient processes. It predicts the output of thousands of experiments using only a few points, leading to better final results in a faster timeline. OptiML enables chemical companies to innovate and implement more sustainable processes.

Key features

  • Develop reactions 3 times faster
  • Improve process performance by a few percentage
  • Incentivises the development of complex sustainable reactions instead of traditional processes
  • Reduces by 75% the resources (materials, energy) required to develop reactions


  • Enable the development of more reactions and products in a shorter timeframe (3 times faster to develop one reaction)
  • Payback in less than a year
  • Few % increase in production that can lead to millions of $ in savings down the line

Maturity Stage

  • Medium and large scale commercialization
  • Small scale commercialization
  • Initial market commercialization
  • Prototype testing in the real world
  • Prototype testing 1:1 in the lab

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