Poco / benchmarks
We take the padding. Not the signal.
Commands
35.5%
median saving
We drop the command output the conversation never needed.
The numbers →Commands / receipts
Measured with the o200k_base tokenizer, against what the agent would have read without Poco.
← BackFiles
Up to 70%
Documents are converted into AI-friendly formats.
The method →Files / method
PDF, Word, PowerPoint, Excel and HTML all become Markdown before the model reads them.
A PDF is the hungriest of them, and gives back the most: up to 70% fewer tokens, with the content intact.
← BackMCP servers
One command prices every MCP server you have installed, and flags the ones you never call.
The method →MCP servers / method
A server's tool definitions sit in the always-loaded system prompt. You pay for them every turn, called or not.
We price each server, then show you the ones you never call.
← BackPrompt
Your prompt, rewritten to say the same thing in fewer tokens.
The method →Prompt / method
Much of a prompt is written for a reader who isn't there. Throat-clearing, hedging, restated context, politeness: the model pays for all of it and needs none of it.
We cut the scaffolding and keep the instruction.
← Back