Unblock teams today. Prove your ROI tomorrow.
Own your context forever.

134K tokens consumed before a single question is asked;

Schema discovery repeats on every query;

Up to 98.7% of tokens go to overhead, not the answer;

Cost scales before the first business result;

Users tolerate errors by reprompting;

Each retry is a new token charge;

Accuracy problems hide inside cost overruns;

The CFO only sees a growing bill;

Every per-user MCP adds one more credential boundary;

Each connection is a new egress path to audit;

Blast radius grows faster than seats added;

Security scanning can’t keep pace with MCP sprawl;