Investors price knowledge graphs differently than content libraries. This demo makes the point pre-verbally: goodbadgray's data isn't a list of scores, it's a connected system of chemical relationships that grows superlinearly as more products are analyzed — every new analysis enriches edges, not just rows.
The constellation visual is also the suite's best screenshot for a deck cover or press piece, and it plants the B2B implication that formulation-conflict data can be licensed to brands and telehealth platforms.
every node, edge, severity, type, explanation and mitigation on this page is verbatim output of the live gbg engine, harvested 2026-07-08. nothing was invented; only the layout coordinates are computed.