Deep Tech is changing the way we do Chemistry, and we should talk about it.
Blog Innovation Agent on a Mission by ChemistryNL
Chemistry is traditionally perceived as an established industry, while Deep Tech brings to mind AI startups, robotics, quantum computers. Yet, if we take a closer look at these “buzzwords”, chemistry is a fundamental enabler of technological progress, and a true source of Deep Tech innovation. Many opportunities lie where these worlds come together.
AI for chemistry and materials is moving from prediction (basically, old simulation on steroids) to actually touching molecules. By connecting AI models to robots, automated instruments and high-throughput labs, researchers are building intelligent loops, in which models propose experiments, machines perform them, and the results inform the next round.
This is no longer just a vision. the US has committed $380M to a national network of “self-driving labs”; Canada invested $200M in the Acceleration Consortium; even the Netherlands allocated ~€100M to Big Chemistry. Recent industry partnerships are moving in the same direction. Lab robotics is suddenly a strategic priority, not just a playground for tech enthusiasts. And Deep Tech investors are jumping on the train.
To Deep Tech or not to Deep Tech?
There is alot of hype (and capital!) around Deep Tech and “digital-chemistry” startups. Meanwhile, companies developing green processes struggle to raise the money to move from pilot to demo plant, let alone commercial production. It can feel as if the new kids on the block are getting a bigger slice of the funding pie. But this shouldn't be a zero-sum game.
Digital innovation needs physical chemistry, process engineering and pilot infrastructure to deliver on its promises; green chemistry needs digital innovation to move faster and compete more effectively.
The opportunity is not to choose between Deep Tech and Green Chemistry, but to put the pieces together: science, AI, engineering, and capital. Big tech has pickedup the challenge at an incredible speed (see “Anthropic Is Assembling a Biology Company Inside an AI Company” by Dr Thibault Geoui). It’s time for the chemical sector to walk the talk too on digital innovation.
Connect ecosystems and bridge the Atlantic
If these themes resonate with you, join us at the ChemAI Conference 2026, on 12–13 November in Amsterdam. We are bringing together people who don’t always find themselves in the same room: investors and corporates, researchers and startups, from across Europe and the US.
Our ambition goes beyond discussing AI and chemistry. We want to connect the ecosystems, ideas, technologies and capital that will shape the next generation of “Material Deep Tech”, and build a stronger bridge between European scientific excellence and the US innovation and investment landscape.
If you believe the next breakthrough will happen at the intersection of disciplines, industries and continents, you should be there.
Join us at ChemAI Conference 2026.
