KG-BDI grounds Belief-Desire-Intention reasoning in an enterprise knowledge graph so that LLM-based multi-agent systems can make traceable and auditable decisions, reaching 0.931 accuracy and 0.929 explainability with only 8.4% hallucination across 4,998 test scenarios.