CAI Token Economy Monitor
Understand and optimise the token cost behind every agent.
Every ColleagueAI agent package can include token-level usage intelligence that runs inside the client environment. It helps customers see token consumption, estimated cost, retries, oversized context, model choices, and optimisation opportunities, without ColleagueAI seeing prompts, outputs, documents, or business content.
Token visibility
See input and output token consumption by agent, workflow, team, or user according to the client’s own policy.
Cost control
Track estimated model/API cost, budget pressure, and high-cost workflows before AI spend scales uncontrolled.
Waste detection
Identify repeated retries, oversized context, expensive model choices, and prompts that consume too many tokens.
Optimisation guidance
Give users practical recommendations: simplify context, reuse summaries, change model tier, or improve prompt patterns.
This is not employee surveillance. It is client-owned AI cost intelligence: metadata that helps users, finance, operations, and leadership reduce token waste and scale the agents that deliver value.