Science LLM explainer

What is a private Science LLM?

A private Science LLM is a domain-specific AI environment that works with a company’s own R&D memory — formulas, lab notes, TDS, MSDS, test results, customer complaints and technical service history — without requiring that confidential know-how to be placed in a public AI system.

Private R&D memory

Connects old formulas, experiments, approved raw materials, failures and technical answers into one searchable knowledge layer.

Decision workflow

Produces ranked options, evidence maps, missing-data questions, DOE templates and technical response drafts for expert review.

Client-controlled deployment

Designed for private cloud, on-prem server or offline workstation deployments where client-owned data remains controlled by the client.

Not a replacement for chemists.

A private Science LLM is not a magic formula machine. It is a decision assistant that helps experienced teams avoid repeated mistakes, organize evidence, and reduce the number of low-value experiments.

Typical pilot inputs

TDS and MSDS documents
Old formulations and Excel test results
Customer complaints and field notes
Technical service history
Approved raw material lists