Alibaba Cloud Native

Jun 3, 2026 · Operations

How Ontology Can Help Enterprises Overcome Token‑Maxxing Costs

This article analyses why AI agents consume massive token budgets—showing that input tokens dominate costs, presenting data from academic papers, industry benchmarks, and Reddit traces, and demonstrating how ontology‑driven solutions like UModel and STAROps can dramatically reduce token usage in real‑world operations.