V2 Engine
Clinical Interaction Model
Scope
V2 operates at the point where clinical and administrative work is created.
This is where errors originate and where intervention is most effective. By identifying issues early, V2 prevents downstream consequences without disrupting autonomy.
Definition
The Clinical Interaction Model describes how V2 Engine operates within clinical and administrative workflows.
V2 operates passively as work is created, without blocking actions, interrupting workflow, or requiring active user engagement.
Operation
Real-time evaluation occurs as documentation, coding, and administrative actions take place.
V2 evaluates work against payer rules deterministically and consistently. When a potential issue is detected, V2 provides a suggestion or correction.
Output
V2 produces discrete signals that identify potential compliance or administrative risks.
These signals carry no interpretation layer. They are not statistical judgments. They do not vary by user.
Control
Clinical and administrative staff remain in complete control.
V2 does not enforce compliance, does not block actions, and does not override clinical judgment. Decisions remain with the user.