Agent economics

Model the cost of multi-step AI agents.

Account for repeated system prompts, tool schemas, accumulated context, summaries, cache hits and billable tool calls.

Agent workflow

All token fields are per run unless stated otherwise.

Context-aware
Trace

Token growth by step

History is re-sent in full-context mode. Fixed-memory mode substitutes the configured summary size.

Step History tokens Input tokens Output tokens