1.2 seconds is fast enough that providers need a different mental model. You cannot read the denial reason before the next one arrives. The more interesting question is whether the counterparty should be an agent too. At empla.io founders forward denied invoices, disputed charges, or auto-rejected vendor requests and the agent negotiates back inside the thread. Most denial infrastructure was built assuming a human on the other end. That assumption is about to break.