Our Vision

We believe that in ten years, the idea of making major scientific decisions through undocumented meetings and fragmented spreadsheets will seem as outdated as keeping research notebooks in unlabeled filing cabinets.

Decision Infrastructure, Not Tools

The future isn't about better point solutions. It's about infrastructure that makes good decisions the default outcome. When workflows are explicit, parameters are tracked, and approvals are structured, better decisions follow naturally.

AI as Augmentation, Not Replacement

We don't believe AI will replace scientists. We believe AI will make scientists more effective by handling routine analysis while humans focus on judgment, creativity, and oversight. The future is human-AI collaboration, not automation.

Knowledge That Persists

Too much institutional knowledge exists only in people's heads. When they leave, it leaves with them. We're building systems where decisions are documented, rationale is preserved, and future teams can build on past work.

Beyond MedChem

MedChem is our first step—focused on molecular R&D where the need is acute. But the principles of decision infrastructure apply broadly. We see a future where Applied Chem Studio extends these capabilities to chemistry workflows across industries.

The World We're Building

In our vision, a scientist starting a new project can immediately see every relevant past decision, understand why choices were made, and build confidently on that foundation. Regulatory reviewers can trace any conclusion back to its data. Teams can collaborate across time zones with shared, explicit workflows.

This is what decision infrastructure looks like. And we're building it.