Chemistry.Tools: FLTMC Finalist
Chemistry.Tools is one of the finalists for the From Lab to Market Challenge.
We spoke with Philipp Kuboth and Jan A. Meissner (Co-Founders) about Chemistry.Tools, one of the finalists in the From Lab to Market Challenge.
CHEManager: What is your technology, and what makes it work?
Philipp Kuboth & Jan A. Meissner: Chemistry.Tools is an AI investigation layer for chemical R&D. It combines reaction network generation with agentic AI to examine chemistry at a depth usually reserved for the highest-priority cases, turning days of expert work into hours. The agent plans investigations, runs simulations, and checks literature instead of guessing. A unique orchestration layer drives this, delivering auditable conclusions on impurities, degradation, and risk.
What problem does your technology solve, and what is the business potential?
P. Kuboth & J. A. Meissner: Chemical development loses billions to problems that could have been found earlier: missed impurities, weak process conditions, and scale-up failures that appear too late. The bottleneck is expert time. Chemistry.Tools makes deep investigation fast and routine, starting with pharma and CDMOs and expanding across chemical development.
What's the next milestone your team is working towards?
P. Kuboth & J. A. Meissner: Our AI agents can already tackle massive challenges. In a blind test, our agent took just 12 hours to autonomously find the carcinogenic side reaction behind the $650M Valsartan contamination crisis. Following this proof of concept, our next milestone is starting pilot projects with industry partners. Each pilot takes one real process and one hard chemistry question to deliver clear, actionable reports. We are actively seeking process chemists and CDMOs to launch these pilots.
