The Multi-Model Margin: Why AI Infrastructure Choice Sets Agency Gross Profit

Every AI-backed client deliverable now carries a variable compute cost that most agencies price as if it were fixed. The agencies protecting margin are the ones treating model routing, caching, and reasoning-effort tiers as delivery architecture rather than developer preference. Lock-in is the quiet risk: a single provider's pricing or capability shift can reprice an entire retainer overnight.