[Business case]
Manual eligibility cost is easy to underestimate because it hides across short tasks: payer login, patient lookup, benefit interpretation, screenshot capture, note writing, denial rework, and follow-up calls.
Start with the true task count
A CFO model should count every eligibility touch, not just the scheduled verification step. Include rechecks, missing-data follow-up, payer call backs, denied claims, and estimate corrections.
The annual cost becomes visible when you multiply those touches by fully loaded labor rate, error rate, and the number of locations or providers.
The hidden cost is rework
Eligibility mistakes create downstream cost: claim denials, delayed collections, patient billing disputes, and provider time spent resolving surprises.
That is why the business case should include avoided rework and cleaner estimates, not just minutes saved on the first lookup.
Automation should improve the queue economics
Ramain can run repeated portal lookups, collect evidence, and separate complete checks from cases that need human review.
The savings come from reducing routine browser time and concentrating human effort on exceptions that affect cash or patient experience.
Count routine verification, exception handling, and denial rework together. That is where the real eligibility cost appears.