AI Agent Economics: Token Tax Locks Gross Margins 30 Points Below SaaS Baseline AI agent economics face a structural token tax: inference consumes 23% of revenue at scaling-stage companies, locking gross margins 30 points below SaaS norms. Microsoft’s Claude Code cancellations and Uber’s blown budget confirm the cost is now impossible to ignore. Published: 2026-06-01