Knowledge Graphs Emerge as Critical AI Infrastructure

Knowledge graphs — structured representations of relationships between entities — emerged as a critical infrastructure layer enabling AI systems to reason accurately about complex domains in Q4 2025. Enterprise adoption accelerated as organizations discovered that large language models without grounding in structured, proprietary knowledge produce unreliable outputs for domain-specific applications.