Designing the Future, Atom by Atom

We are a generative AI platform for systematic materials discovery, replacing trial-and-error with autonomous, inverse design.

Results-as-a-service

Amphora Labs is a materials 'IP factory' that delivers validated, manufacturable intellectual property. We partner with industry leaders to accelerate their R&D pipelines by delivering novel, decision-ready assets—not just software licenses. Our success is our partners' success.

Our Technology: The Autonomous, Closed-Loop Platform

Our platform is an autonomous research loop designed to learn. It is orchestrated by a central Neuro-Symbolic "Brain" that combines generative AI with computational screening and a lab-in-the-loop to turn market needs into physical, validated materials.

  • Our generative models are trained on 'recipe books' of known, viable chemical reactions. This ensures that from the first step, our engine is designing molecules that are not just novel, but manufacturable—solving the 'spec-to-production gap' by default.

  • A high-throughput computational funnel, powered by ML proxy models, screens millions of candidates for target properties, novelty, and commercial viability. This allows us to explore the 'dark spaces' of chemistry beyond human intuition.

  • The top candidates are passed to our "Lab-in-the-Loop." This real-world experimental data is fed back to our central "Brain," making our models smarter with every cycle. We strategically gather data for the platform, not just the project, creating a proprietary data asset that gets more valuable over time.

Built for scale

Our platform runs on a scalable, secure cloud infrastructure to orchestrate complex, parallelized generative AI and molecular simulation pipelines. This architecture is essential for managing terabytes of proprietary training data, serving our 'Results-as-a-Service' platform, and powering the computational load of our autonomous research engine.