Industry Collaboration
Bringing chemistry AI from papers to production lines, hand in hand with industry
We have long engaged in industry–academia–research collaboration with leading enterprises. Truly valuable chemistry AI should not live only on paper—it must land in processes and serve in production. If your team is bottlenecked by the efficiency of separations and purification, molecular characterization, or molecular discovery, we’d love to talk.
What We Can Do for Industry
AI Chromatographic Separation & Purification, and Automation
Turn experience-dependent purification protocols into predictable, reproducible algorithmic solutions. Ideal for complex mixture separation, process scale-up, and quality control—dramatically shortening method-development cycles.
AI Molecular Spectroscopy Prediction
Predict IR / UV / MS / CD spectra in seconds, bypassing costly and time-consuming experiments and computation. Ideal for high-throughput QC, chirality recognition, and drug screening.
AI Chemistry Discovery & Synthesis Engine
Combine large-model representation, retrosynthesis, and molecular design to shift molecular discovery from "trial and error" to "computation-driven." Ideal for rapid screening of lead compounds and functional materials.
Partners
We collaborate long-term with several industry leaders on industry–academia–research initiatives. A selection of our partners:
Wanhua Chemical ↗
Qilu Pharmaceutical ↗
ByteDance ↗
Sinochem DIT ↗
China Huaneng Group ↗
Zhejiang Academy of Agricultural Sciences ↗
How to Start a Collaboration
- Initial contact—introduce your needs and boundaries; we quickly assess technical fit.
- Confidentiality & framework—sign an NDA or cooperation framework agreement, clarifying data and IP boundaries.
- Small-scale validation—run a PoC on real data and see tangible results first.
- Deep collaboration—joint R&D, co-built projects, or technology deployment for long-term win–win.
Want to Talk About Your Needs?
Whether it’s a specific process pain point or a longer-term co-building vision, we welcome your message. We prefer “small steps, fast runs”—start with a working validation, then talk bigger.
Hand Your Problem to Us
Email us a bit of background and your needs; we'll reply on business days and set up a relaxed chat.