Multi-agent AI workflows consume 4-5x more tokens than single models due to reasoning loops, state management, and tool calls—turning $5K monthly costs into $25K surprises.
AWS is reviewing GPU pricing in April 2026, and AI companies are wasting 20-35% of cloud spend on infrastructure inefficiencies before rates increase permanently.
Enterprises are increasing AI budgets while dramatically reducing vendor lists in 2026, trading sprawling toolchains for platform consolidation and committed-use discounts.
The 2026 trend: treating agent cost optimization as a first-class architectural concern, with organizations building economic models into agent design from day one.