Your agent's token bill is 5x too high — and it's not the model price

Most teams blame their model provider when the inference bill spikes. They're looking at the wrong line item. The real leak is architecture — and it's the difference between a token bill that scales with value and one that scales with chaos. Here's what we see shipping agentic systems in production. The hidden multiplier: agent loops A "2-minute task" is never one call. An agent fires 30–60 tool calls per run, and most frameworks stuff the entire conversation history into every prompt. So a job you'd estimate at ~4K tokens becomes 40 calls × 8K context = 320K tokens — billed at frontier rates. Frontier pricing per call looks cheap. Multiplied by agent-loop iterations, it quietly becomes the largest line in your cloud bill. The 80/20 of inference Not every call needs a frontier model. ~80% of agent traffic is routing, extraction, formatting, classification, summarization. Trivial. Leading efficient models — including top China models — handle these at near-parity. ~20% is genuine reasoning, open-ended generation, ambiguous planning. That's where frontier earns its price. Route the 80% to efficient models and reserve frontier for the 20%. Same output quality. A fraction of the bill. A unified gateway beats a drawer of API keys The trap most teams hit: they wire 4 providers with 4 clients, then let a naïve router "roam" between them. On failover it loses cache affinity, re-embeds context, and your 1.5x cost target drifts back toward ~1x — or worse. A single OpenAI-compatible endpoint across OpenAI + Gemini + leading China models fixes this: One client, one code path. Provider pinning holds cache locality; it only fails over on hard error, not price drift. Your application code never changes when you swap a model. In SEA, "PDPA-aligned" is the baseline, not a premium For Malaysia and SEA teams, inference isn't just a cost question — it's a compliance one. PDPA requires 72-hour breach notification and a designated DPO. In-region data residency (SG-hosted) is now the defa