Compression
Command output and documents get squeezed before they hit the model. Same meaning, fewer tokens.
Poco / platform
Same meaning. Less tokens.
The moment you install
One command, then one click to authorize. No config files to edit, no workflow to change: Poco finds the agents you already run and hooks itself in.
Command output and documents get squeezed before they hit the model. Same meaning, fewer tokens.
Every prompt, command and document Poco touched, and the tokens it took out of each. Your dashboard, from the first session.
Claude Code, Codex and Cursor. Poco finds what you have installed and hooks itself in. Nothing to configure.
Fails open. Never blocks your agent.
Once a few of you have it
The same hooks that compress the context also see it. That is the whole trick: visibility is free once you are already in the path.
01 / AI Discovery
Every MCP server, sub-agent, skill, slash command and model your team's agents reach for, and what each one costs in tokens before anyone even uses it.

02 / Savings & ROI
Tokens and dollars taken off the bill, broken down by model and project, with the trend over time. A number instead of a vibe.


03 / Policy
Decide what gets redacted before it ever reaches a model. The policy applies to every agent in the org, on every machine.

04 / Audit
A running record of the secrets and PII Poco redacted on the way to a model. The evidence for the security review you are going to be asked for.
