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How Do Health Systems Protect Cash Flow Through an Epic Go-Live and Clear the Post-Conversion AR Backlog?

Health systems protect cash through an Epic go-live by refusing to let the legacy AR wind-down and the new-system learning curve compete for the same people. Cash predictably dips at go-live because charge capture, coding, and claim submission all slow while staff learn Epic, and days in AR climb; industry guidance puts the return to baseline at roughly 90 to 180 days, and only if someone is actively working the recovery. The fix has four moves: stand up a dedicated legacy AR rundown team so old claims keep getting worked while in-house staff retrain, add surge coverage for the post-go-live denial spike, clear the charge-reconciliation backlog before it ages, and track days in AR and cash against a return-to-baseline plan so you can see recovery instead of hoping for it. We run those moves inside both the legacy system and Epic, so nothing waits on one overloaded team. The table of contents maps the whole method; the moves after it are the detail.

What Actually Keeps Cash Moving Through a Go-Live

The goal is to hold days in AR and cash close to baseline through the conversion, and to get back to target inside a planned window instead of an open-ended slide. Here is what does that, move by move.

1. Stand Up a Dedicated Legacy AR Rundown Team

The single biggest miss is assuming the same staff can retrain on Epic and keep working the old AR. They cannot, and the old AR is the piece that silently ages out. Before go-live, carve the legacy receivable into its own book of work with its own team: claims to follow up, denials to appeal, and payer calls to make, all in the system where those accounts still live. That team never touches Epic training, so the old cash keeps landing while your in-house staff learn the new tools. A claim that ages past a timely-filing window is not a delay, it is a permanent write-off, and that is the loss this move prevents.

2. Add Surge Coverage for the Post-Go-Live Denial Spike

Every conversion produces a wave of new denials: registration and eligibility errors, charges that did not cross, coding that did not map the way the old system did. That wave hits at the exact moment your team is slowest, because they are still learning where everything is in Epic. Add temporary surge coverage aimed only at the new denials so they get worked inside the appeal window instead of stacking up. Catching that spike early keeps a two-week learning curve from turning into a two-quarter cash hole.

3. Clear the Charge-Reconciliation Backlog Before It Ages

In the first weeks after go-live, charges routinely fall through the cracks between the clinical documentation and the billing system, and reconciliation, the work of proving every service got charged, is the task that gets deferred because it is nobody’s emergency. Deferred charge reconciliation is unbilled revenue sitting still. A dedicated team reconciles charges daily against the schedule and the documentation, so services that did not drop a charge get caught while the encounter is still fresh, not discovered in a quarterly audit after the money is gone.

4. Track Days in AR and Cash Against a Return-to-Baseline Plan

You cannot manage a recovery you are not measuring. Set the pre-go-live baseline for days in AR, cash collected, and clean-claim rate, then track the actuals against a written return-to-baseline plan every week through the conversion. When a metric drifts, you see which piece is dragging, the legacy book, the new denials, or the charge lag, and you put coverage there. A go-live without this plan is a slide nobody can explain; with it, the dip is expected, bounded, and worked back on schedule.

5. Hand the Wind-Down to a Dedicated Team

Health systems that get through a go-live without a cash cliff do it by handing the legacy AR wind-down and the surge coverage to a dedicated team: remote specialists who work the old book, catch the new denials, and reconcile charges while your staff focus on learning Epic, live in 1 to 2 weeks. Your in-house team gets to actually learn the new system instead of firefighting two of them, a trained backup covers every gap, and the old AR stops being the thing nobody has time for. Below is what it sounds like when nobody owns the wind-down, in operators’ own words.

Key Pain Points and Discussions by Providers

real reports from practice staff, lightly edited

“Everyone planned the go-live down to the minute and nobody planned the wind-down. The day we went live, the legacy AR just sat there, because the same people who would work it were in Epic training all week. By the time we looked up, timely-filing windows had closed on claims we could have collected.” – revenue cycle director, health system

“Our days in AR climbed for three straight months and leadership kept asking when it would come back. There was no plan, just a hope. We had no baseline written down and no target date, so we could not even tell them whether we were recovering or still sliding.” – patient financial services manager, hospital

“The new denials were the surprise. Registration and eligibility errors, charges that never crossed, coding that did not map. It all hit at once, right when my staff were slowest because they were still hunting for buttons in the new system. The appeal windows did not wait for us to get comfortable.” – billing manager, multi-site system

“Charge reconciliation was the first thing to fall off. It is nobody’s emergency until the quarterly report shows the revenue gap, and by then the encounters are weeks old and half the charges are gone. We were basically discovering lost money instead of catching it.” – director of revenue integrity, health system

“We saw a cancer center take a nine-figure operating loss partly on their Epic go-live, and it made our own plan look terrifying, because we had no dedicated team for the old AR either. We were about to run the exact conversion that put them in the headline.” – CFO, regional health system

Our Answer

Here is what we actually do. A dedicated remote team works your legacy AR in the old system, follow-ups, denials, and payer calls, so the old book keeps collecting while your in-house staff retrain on Epic. A second group takes the post-go-live denial surge, the eligibility and charge-crossing and coding-map errors, and works it inside the appeal windows instead of letting it stack. A third reconciles charges daily so services that did not drop a charge get caught while the encounter is fresh. And we track days in AR and cash against your pre-go-live baseline every week, so recovery is measured, not guessed. Our specialists are credentialed professionals, overseas-trained physicians and US-licensed nurses working US revenue cycle, with AI drafting the repetitive first pass and a human verifying every account. This is our revenue cycle management support built for a conversion, in one paragraph.

Why This Keeps Happening

If the go-live is planned so carefully, why does cash still fall? Because a conversion does not add work, it doubles it, and the doubling lands on one team. The moment Epic goes live, charge capture, coding, and claim submission all slow while staff learn the new screens, so clean claims go out later and days in AR climb. At the same time, the legacy receivable in the old system still has to be worked, appealed, and collected. Two full books of work, one workforce, and the workforce is mid-training. Industry guidance from firms that manage these conversions puts the return to baseline at roughly 90 to 180 days, and that recovery only happens if someone is actively working it the whole time.

The scale of the risk is not theoretical. Becker’s Hospital Review reported that Memorial Sloan Kettering’s Epic go-live contributed to a $113 million operating loss in the first half of 2025, with a temporary dip in patient activity right after the launch, and MD Anderson blamed its own Epic install for a large income drop years earlier. Those are the headline versions of a problem every converting system faces at its own scale: the cash dip is real, it is predictable, and it gets worse when nobody is assigned to the legacy wind-down. Closing that gap is exactly what a dedicated accounts receivable recovery team is built to do.

And the most damaging losses are the quiet ones. A denial that never gets appealed and a claim that ages past its timely-filing window are not delays, they are permanent write-offs of revenue your system already earned. A charge that never crossed from the new system to billing is money for a service you actually delivered, simply never billed. None of it shows up as a dramatic event; it shows up as a days-in-AR line that will not come down and a quarterly report that is short, which is why the wind-down needs an owner from day one, not a rescue after the quarter closes.

⚠️ The quiet one that hurts most: The quiet one that hurts most: the legacy AR that ages out during training. New denials at least announce themselves; a five-month-old legacy claim just crosses its timely-filing deadline in silence and becomes uncollectable. Because everyone’s attention is on the new system, nobody notices the old book aging until the write-offs post. Unless a dedicated team is working that legacy receivable the entire time your staff are learning Epic, the most expensive losses of the whole conversion are the ones that never made a sound.

Most groups have already tried the obvious fixes before they talk to anyone. Each one fails the same way: the work lands back on the practice. The pattern, in one table:

What you tried What actually happened Who ended up doing the work
Asked existing staff to work old AR after Epic training The training took all their hours; the legacy book aged out and claims crossed timely-filing The same overloaded team, doing neither job well
Assumed cash would bounce back on its own Days in AR climbed for months with no baseline, no target, and no way to explain it to leadership Nobody; it was a hope, not a plan
Waited to work the new denials until staff were comfortable The denial surge aged past appeal windows while everyone learned the system Whoever had a spare minute, weeks too late
Gave the wind-down to a dedicated remote team Legacy AR kept collecting, denial surge worked in-window, charges reconciled daily, recovery tracked to baseline Someone whose whole job it is

The Solution

So what does “someone whose whole job it is” look like through a go-live? The dedicated team starts in the old system, working the legacy receivable exactly as your staff would have, follow-ups, appeals, and payer calls, so the old cash keeps landing while your in-house people are in Epic training all week. Nothing in that book waits for someone to finish learning the new screens. Keeping a converting system’s cash moving is fundamentally a coverage problem, and that is what dedicated revenue cycle management support is built to solve, before the days-in-AR line starts climbing.

In Epic, a second group works the denial surge the conversion creates, the eligibility errors, the charges that did not cross, the coding that did not map, and reconciles charges daily against the schedule and documentation so nothing goes unbilled while the encounter is fresh. Your in-house staff feel the change in the first week: they get to actually learn the new system and work the accounts in front of them, instead of being pulled between two systems and losing at both. The dip becomes a planned, bounded window instead of an open-ended slide.

Behind all of it, AI drafts the repetitive first pass and a credentialed human verifies. The workflow queues the follow-ups, drafts the appeal language, and flags the timely-filing deadline; a person confirms the account is right and owns the payer conversation. Every security control that protects the patient and financial data moving through both systems is documented and auditable, and the whole approach is described on our HIPAA and security page, because moving accounts through a conversion workflow is only safe when the controls are real.

Who Actually Does This Work

Fair question: why would an outsourced team work your legacy AR better than your own staff? Because working the old book is their whole day, not the thing they squeeze in between Epic classes. The people on your accounts are credentialed medical professionals: overseas-trained physicians, US-licensed nurses and pharmacists, and PharmDs, all trained in US hospital revenue cycle, denials, and appeals. They know how to run a payer follow-up, read a remittance, and appeal a denial to its real reason, in whatever system the account lives in. That is not a task to hand whoever is free between training sessions; it is a specialty, and during a go-live it needs to run uninterrupted.

We are not a call center. We are a clinical operations partner, a healthcare BPO built on dedicated virtual staff: 500+ credentialed professionals, 24/7 coverage, and the AI-first-pass plus human-verify workflow you just read about behind every one of them. A typical conversion is covered in 1 to 2 weeks, at up to 70% below the cost of hiring locally, and no one on our side goes out without a trained backup already inside your workflow, so the legacy wind-down never stalls because one person is on vacation the week you go live.

And the security piece your compliance officer will ask about: we are audited to SOC 2 Type II with zero exceptions and certified for ISO/IEC 27001:2022, HIPAA, and GDPR, with zero breaches in eight years. Every workstation runs inside a secure enclave on US-based servers, with screen captures and downloads blocked by policy, so PHI never sits on someone’s home laptop. Every client account carries a $5M E&O and cyber liability policy and a BAA signed before any work starts; the full detail lives in our HIPAA and security posture.

Put the routine and the people together, and a specific list of things simply stops happening.

✓ What stops happening: What stops happening: the legacy AR that ages out while everyone learns Epic. The days-in-AR line that climbs for months with no plan to explain it. The denial surge that stacks past its appeal windows. The charges that never crossed and get discovered in a quarterly audit instead of caught the same day. The go-live that turns a bounded, planned cash dip into an open-ended slide because nobody owned the wind-down.
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How We Permanently Fix the Process

A rescue team after the quarter is not the fix, and neither is hoping cash bounces back. The fix is a documented conversion coverage plan: which team works the legacy book in the old system, who takes the new denial surge in Epic, who reconciles charges daily, and the written return-to-baseline targets for days in AR and cash. Before your go-live, we set the pre-conversion baseline and build the coverage against your actual numbers, so the dip is planned for from the start instead of discovered when leadership asks why cash is down.

From there the plan becomes a living playbook rather than a scramble. It records how the legacy AR is worked, which denials the surge team owns, how charges are reconciled against documentation, and the weekly checkpoints where actuals get compared to the baseline. It is written down, kept current as the conversion progresses, and owned by the team. When a specialist is out, a trained backup works the same playbook the same way, so the wind-down never waits for one person to return.

That is the difference between surviving a go-live and running one without a cash cliff, and it is what a dedicated revenue cycle management partner actually buys you. A conversion used to mean months of unexplained AR growth and a legacy book quietly aging out. Under this model the old cash keeps landing, the surge gets worked in-window, the charges get caught fresh, and the return to baseline happens on a schedule you can show leadership.

The Whole Thing in Four Sentences

Health systems lose cash through an Epic go-live because the legacy AR wind-down and the new-system learning curve compete for the same overloaded team, and the old book is the piece that quietly ages out. Assuming staff can retrain and work the old AR, hoping cash bounces back, or deferring the denial surge all fail the same way. The fix is a dedicated legacy AR rundown team in the old system, surge coverage for the post-go-live denials, daily charge reconciliation, and days-in-AR and cash tracked against a written return-to-baseline plan. A multi-site health system runs exactly this model with us through its conversion today, names withheld, no patient data shown.

If you want to check us out before talking to anyone: our security posture is independently auditable, we are an MGMA 2026 Corporate Member, and 800+ providers run back office work with us.

Ready to protect cash through your go-live? Try us risk free: two weeks, your real legacy AR and conversion plan, dedicated specialists working the old book and the new denials, and if it does not earn the handoff, you walk away. From here down is the sales part, and it is short: here is exactly what it costs.

Transparent Weekly Pricing

One Flat Weekly Rate. 45 Hours of Coverage.

No hourly meters, no setup fees, no long-term contracts. Your dedicated team member covers your desk 45 hours every week, and a trained backup steps in at no charge whenever they are out.

Single
$399/ week

One dedicated remote specialist working your legacy AR wind-down while your in-house team retrains on Epic, single-hospital or single-site conversion

Enterprise
$299/ week

10+ remote specialists, multi-hospital health system, IDN, or PE-backed platform running dual-system AR wind-down and go-live denial coverage across many facilities

  How Pricing Works

45 hours of coverage for less than others charge for 40.

Standard US full-time year: 40 hrs x 52 weeks = 2,080 hours, the federal basis for computing hourly pay per the U.S. Office of Personnel Management. A Staffingly plan: 45 hrs x 52 weeks = 2,340 hours a year, that is 260 additional hours included in your flat rate. $399/week x 52 = $20,748 a year / 2,340 hours = $8.87 per hour. Typical US market rates for healthcare virtual assistants run $9.50 to $13.00 per hour for 40 hours of coverage.

Trained backup VA Dedicated success manager Monthly training updates HIPAA-certified staff $5M E&O and cyber liability

Protect Your Cash Through the Conversion

You have seen the whole method. The pilot proves it on your own legacy AR and go-live plan, with a tracker your team can watch every day.

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Frequently Asked Questions

Because a conversion doubles the work and lands it on one team. Charge capture, coding, and claim submission all slow while staff learn the new screens, so clean claims go out later and days in AR climb, and at the same time the legacy receivable in the old system still has to be worked and collected. Two full books of work, one workforce, mid-training. The dip is predictable; the damage comes from having nobody assigned to the legacy wind-down.
Industry guidance from firms that manage these conversions puts the return to baseline at roughly 90 to 180 days for days in AR and cash, but only if someone is actively working the recovery the whole time. Without a dedicated team on the legacy book and the denial surge, that window stretches open-ended, which is how a two-week learning curve becomes a two-quarter cash hole.
The legacy AR that ages out while everyone is learning the new system. A denial that never gets appealed and a claim that crosses its timely-filing window are permanent write-offs of revenue you already earned, and they happen in silence because all the attention is on the new system. Charges that never cross from the new EHR to billing are a close second, delivered services that simply never get billed.
Yes, and it has to be. The old accounts do not move to Epic; they stay in the legacy system and still need follow-up, appeals, and payer calls until they are collected or resolved. A dedicated team can work that book in the old system while your in-house staff learn Epic, so the two jobs stop competing for the same hands.
Staffingly charges a flat weekly rate per dedicated remote specialist, with lower per-person rates for teams of 5 or more and 10 or more. Every plan covers 45 hours of coverage per week with a trained backup included, and there is no percentage of your collections. The pricing section on this page shows how the flat rate compares with typical US market rates for this work.
No. AI drafts the repetitive first pass, queuing follow-ups, drafting appeal language, and flagging timely-filing deadlines, and a credentialed human verifies every account and owns the payer conversations. The judgment stays with people. Automation removes the repetitive assembly work so your specialists spend their time on the accounts that need a human, not on retyping the same follow-up notes.
Yes. Our specialists work inside the legacy system where the old AR still lives and inside Epic for the new denials and charge reconciliation, so there is no migration on your side and no new platform for your staff to learn. They work the accounts where they already are, which is why a typical conversion is covered in 1 to 2 weeks rather than months.
Usually within 1 to 2 weeks. Because our specialists work inside your existing systems, we can stand up the legacy rundown team and the surge coverage before your go-live date, so the old book keeps collecting from the first day your staff step into Epic training instead of waiting for the conversion to expose the gap.
Your dedicated specialist works a 9-hour day, Monday to Friday, which is 45 hours of coverage each week. The ninth hour is part of the flat weekly rate, not billed as overtime. Over a year that is 2,340 hours of coverage, against the standard US full-time work year of 2,080 hours (40 hours x 52 weeks, the same basis the U.S. Office of Personnel Management uses to compute hourly rates of pay). That is how $399 per week works out to $8.87 per hour.
Dan Nandan, CEO of Staffingly, Inc.

Written By

Dan Nandan
Founder and CEO, Staffingly, Inc. · Piscataway, NJ

Dan Nandan has spent 25+ years in IT consulting and healthcare BPO, was among the first in the US to build an RPO/BPO delivery network in India, and has been featured in Computerworld. He runs the operations and the dedicated virtual teams behind the workflows on this page; the team-voice answers above come from the remote specialists who work them every day.

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Where the Claims on This Page Come From

Sources & References

  • Becker’s Hospital Review, Epic Go-Live and Health System Finances. Reporting that Memorial Sloan Kettering’s Epic launch contributed to a $113 million operating loss in the first half of 2025. beckershospitalreview.com
  • Accordion Revenue Cycle Return-to-Baseline Guidance. Advisory guidance on days-in-AR and cash recovery targets and the roughly 90 to 180 day return to baseline after an Epic go-live. accordion.com
  • HFMA Revenue Cycle and Denials Management Resources. Guidance on AR days, denials workflow, and the revenue impact of aged and lost claims during system transitions. hfma.org
  • MGMA Practice Operations and Revenue Cycle Benchmarks. Days-in-AR, clean-claim, and financial-operations benchmarks for medical group practices and health systems. mgma.com
  • Healthcare Innovation, EHR Implementation and Revenue Cycle Coverage. Reporting on health systems attributing income declines to Epic and Cerner implementations, including MD Anderson. hcinnovationgroup.com