Analysis drawn from the work moving through VIP — claims expense, vendor performance, payment cycles and catastrophe operations. Figures are published as reported or observed, never as savings.
What drives loss adjustment expense, where invoice error concentrates, and how much of an invoice population a manual audit actually reaches.
How service level, cycle time and rework vary across a provider bench, and what a carrier can compare against.
Cycle time from invoice receipt to cleared payment, and what early pay does to provider capacity.
Capacity, deployment and rate behavior when volume spikes and the normal bench runs out.