Overview
TokenOps is aimed at the operational layer around AI usage. It is an org-level LLM gateway/load balancer for governance, policy enforcement, model routing, upfront cost estimation, budget guardrails, and per-team audit visibility.
What It Tracks
- Usage across AI calls.
- Cost and latency patterns.
- Routing behavior between providers or models.
- Budget guardrails before requests become surprise spend.
- Savings opportunities from better defaults.
Why It Matters
AI products get expensive and opaque quickly. A gateway view gives teams a single place to reason about behavior before small prompt experiments turn into large bills.