Akai captures a workflow once: the real HTTP calls firing behind the UI, not just where you clicked.
It routes each one through the fastest reliable path: documented API first, an unofficial endpoint second, browser automation only as a last resort.
Every run after that gets cheaper automatically: cached responses, direct system routes, a lighter model swapped in for simple steps.
Every teammate runs it under its own scoped permissions. Every run replays back, step by step, fully auditable.
10,000+ live agents running this way today, across finance, payments, and regulatory ops.