Marcus Oyelaran

Combined regex, NER, and ML detection catches sensitive data before it reaches model providers.

Track AI spending by team and project in real time at the routing layer.

A shared gateway layer standardizes costs, routing, and credentials across multiple LLM providers.

Uniting engineering and finance on AI spending through shared real-time visibility.

Catch model routing failures on real traffic before users encounter them.

Benchmarks matter less than your actual task, context window, and licensing needs.

Real LLM cost attribution requires tagging requests at the gateway, not reconstructing them later.

Hidden fees and forgotten modifiers turn cheap APIs into thousand-dollar invoices.

How deployment type, billing mode, and output costs compound to inflate your actual invoice.

Teams face at least eight hidden pricing layers beyond the headline per-token rate.