Bayesian Optimization stories

Question

When recently showcased Bayesian Optimization to one biopharma (potential) customer,

they asked whether we have any customer stories from global biopharmaceutical companies demonstrating real-world applications of Bayesian Optimization.If anyone is able to share relevant examples or materials, I would greatly appreciate it.

MikeD_Anderson · Accepted Answer

Not with our implantation, but there are tons of examples from the bio/pharma space.  Takeda’s small molecule division has gone on record as using it (but with a competing system).

Here’s the symposium where they presented their work: https://www.active-learning.uk/2025

Best,

M

martindemel · Accepted Answer

Not now, but in March Sebastian Hoffmeister from Roche is presenting a comparison: https://community.jmp.com/t5/Abstracts/Head-to-Head-Optimal-DOE-vs-Bayesian-Learning-for-LCMS-Assay/ev-p/916558?summitContext=true

I know from someone else at Roche who did also a comparison with an old project and he started on purpose on wrong ranges  He still got to the optimal results faster. He was surprised and impressed on the capability.