The most experienced chemists are often the hardest to convince. That's not a sales problem. It's a product problem.
The most experienced chemists are often the hardest to convince. That's not a sales problem. It's a product problem.
A chemist with 15 years of optimizing reactions has probably seen software promises come and go.
Their skepticism deserves to be respected. As a trained chemist, I can fully understand.
Because even the most experienced chemists have a lot to gain. They carry years of hard-won intuition, but no human mind can simultaneously reason across thousands of data points from dozens of historical campaigns.
But they're precisely the people who would benefit most from a system that can reason across thousands of data points simultaneously - surfacing what even the most experienced human mind can't hold in parallel.
A moment that stayed with me: a senior process chemist received a recommendation from our platform to run additional experiments varying base concentration within a range he considered well understood.
He pushed back. "I've run this reaction hundreds of times. I know how this base behaves."
He wasn't wrong to question it. That's exactly what a good chemist does.
But Vera - our AI assistant - explained the reasoning clearly. It had identified that the interaction between base concentration and solvent ratio at slightly elevated temperatures created a sensitivity that only became visible when reasoning across hundreds of data points from multiple historical campaigns.
The additional experiments weren't about finding a better yield. They were about mapping the stable operating region, ensuring the process would remain robust under the natural variation that occurs at scale.
The chemist ran the experiments. The sensitivity was real. And the data became part of the regulatory submission.
This is exactly why we built Vera - not as a black box that issues commands, but as a reasoning partner that comprehends all historical campaigns simultaneously, identifies patterns, flags outliers, and explains its thinking in the language of process chemistry.
Not to replace the chemist's judgment but to give it a foundation no single human mind could build alone.
