Operations

R&D knowledge base & BOM/recipe management

Searches decades of formulation records, trial notes, and SOPs in natural language; BOM auto-updated when operators log extra batch ingredients; cross-references BOM vs engineering drawings.

True cost per batch; fewer production errors; faster R&D cycles; institutional knowledge retained

Manufacturing