#ontology

3-plane design integrating ontology and Knowledge Graph into traditional Feature Store to reduce hallucinations, enable provenance tracking, and enhance domain entity utilization

Ontology depth and writing guidelines by MSA complexity level

The first axis of AIDLC reliability — An ontology approach to prevent AI hallucination and ensure domain accuracy through a Typed World Model

25-class KG for AMWAY's ABO multi-level + subscription + global multilingual context (~700K edges)

3-BU integrated KG with 25 classes — Customer / Product / Transaction / Channel / Operations · External

Massive SKU + Live viewing + In-house logistics (~800K edges)

Shinkong Mitsukoshi KG with 25 classes — VIP, foreigner, tenant brand, duty-free, store (~550K edges)

Integration of 5 BUs + OPENPOINT + own-manufactured SKUs + cold chain (~900K edges)