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Digital Scientists
Problems Work Ventures About
Revenue Integrity Audit

Map where revenue is leaking. Quantify what AI can recover.

A 2 to 4 week deep diagnostic of 12 to 18 months of your claims and remittance data. Digital Scientists delivers a board-ready picture of revenue leakage, a ranked opportunity map, and a 60 to 90 day pilot plan tied to the highest-ROI opportunity your finance team will accept.

Already know the workflow you want to fix? Start with Build with Us.

2 to 4 wk

Diagnostic window

Client-owned

Every deliverable is yours

12-18 mo

Claims data analyzed

$24M+

Forecast PDPM revenue

Who this is for

You may need this if…

Hospital CFOs, CEOs, COOs, Revenue Cycle Directors, PFS Directors, and CIOs. Health-system finance leaders. Revenue-cycle partner firms preparing a hospital pitch. If any of the signals below sound familiar, the audit is built for you.

Your denial data is messy, multi-payer, and hard to talk about with the board

A/R aging or write-offs are creating financial pressure and you need a credible plan

Multiple facilities or service lines have inconsistent denial patterns and you do not know why

You have heard the AI pitch from multiple vendors and want an independent diagnostic first

You need a board-ready story on revenue leakage, not just a vendor scorecard

You are a revenue-cycle partner firm and you need a diagnostic to bring to a hospital client

Inside the audit

Six deliverables. Board-ready.

Before we build anything, we map where your revenue is leaking and quantify how much you can recover. Every artifact is yours regardless of whether we build the pilot.

Deliverable 01

Revenue Cycle Health Scorecard

Denial rate, clean claim rate, A/R days, write-off rate, underpayment indicators, broken down by payer, facility, and provider. One picture, fact-based, board-ready.

Deliverable 02

Denial Taxonomy

CARC and RARC codes normalized to root-cause buckets. Auth, eligibility, medical necessity, coding, timely filing, payer behavior. The taxonomy you can actually act on.

Deliverable 03

Pareto Analysis

Top 10 denial buckets ranked by denied dollars, not count. Most denial dashboards rank by volume and miss the dollars. We rank by what is actually leaking.

Deliverable 04

Opportunity Ranking

Each opportunity scored on three axes: dollar impact, preventability, and data readiness. A single ranked list your finance and operations leaders can debate.

Deliverable 05

Intelligence Layer Briefs

Top 3 to 5 AI intervention opportunities with expected ROI ranges, workflow context, and the human-in-the-loop pattern that would deploy them.

Deliverable 06

60 to 90 Day Pilot Plan

Tied to the highest-ROI opportunity your finance team will accept. Baseline measurement, success metric, governance plan, build sequence. The bridge from diagnosis to deployment.

The Process

Four weeks. Six artifacts.

Fixed-window engagement. PHI handled under BAA, CIO included from day one. Your operators stay in control; we do the analytical lift.

Week 1

Data intake under BAA

Claims, remittance, write-off, A/R aging, payer-mix exports. We document chain of custody and confirm the analytical boundary with your CIO.

Week 2

Scorecard + Taxonomy

Revenue Cycle Health Scorecard built. CARC and RARC codes normalized to root-cause buckets. First read-out with your revenue-cycle leaders.

Week 3

Pareto + Ranking

Top 10 denial buckets ranked by denied dollars. Opportunity Ranking scored on dollar impact, preventability, and data readiness.

Week 4

Briefs + Pilot Plan

Top 3 to 5 Intelligence Layer Briefs. A 60 to 90 day pilot plan tied to the highest-ROI opportunity your finance team will accept. Final read-out.

What you keep

All six artifacts. The data normalization work. The taxonomy. The ranked opportunity list. The pilot plan. Yours, whether or not Digital Scientists builds the pilot.

Audit or Build with Us

Which one fits?

The audit is the full map. Build with Us is the fastest way to test one workflow you already know.

This page

Revenue Integrity Audit

2 to 4 weeks · Scoped on a call

Deep diagnostic of 12 to 18 months of claims and remittance data. You leave with a map, a ranking, and a pilot plan.

Pick this if

  • ·The board needs a credible picture of revenue leakage
  • ·Multiple service lines or facilities, inconsistent patterns
  • ·You want an independent diagnostic before another vendor pitch
  • ·You want the deliverables even if you do not build with us
Companion service

Build with Us

Two weeks, then month to month · $10K, then $20K a month

A senior solution architect builds one revenue-cycle workflow in your systems, alongside the person who owns it, with a short written update every day.

Pick this if

  • ·You already know the workflow you want to test
  • ·You want working software, not another report
  • ·Your data picture is already credible to your finance leaders
  • ·You want to prove one workflow before scoping a program
How Build with Us works →
Revenue Cycle Proof

$24M+ in forecast revenue impact.

CommuniCare MDS Optimization is the post-acute revenue-cycle proof point. The operating model translates to acute hospital revenue cycle: data diagnostic first, then workflow intelligence layered on existing systems, then measured revenue lift, with client-owned IP throughout.

CommuniCare MDS Optimization
Case Study · Revenue Cycle

CommuniCare MDS Optimization

AI-powered MDS coding for one of the nation's largest post-acute care providers, across 350+ facilities. Workflow intelligence layered on the existing EHR, measured revenue lift, IP that stays with the client.

$24M+

Forecast Revenue Impact

350+

Facilities

100%

Client-owned IP

View the case study →

I have worked with many technology teams during my career, and Digital Scientists is one of the best. They take the time to understand the customers' needs, deliver innovative solutions, are always professional, and work with your team as a true partner to achieve success.

CommuniCare

Amy Severino

Chief Innovation Officer, NeverAlone (CommuniCare)

Map where revenue is leaking.

A 30 minute conversation to understand your revenue-cycle pressure, your data picture, and where to start. No pitch deck.

Understand your A/R, denial, payer, or write-off pressure
Walk through the six deliverables and how each is built
Decide whether the Audit or Build with Us fits

Or call: 404.654.3855

FAQ

Common Questions

For the deeper revenue-cycle picture, see the Revenue Cycle AI domain page.

What if our denial data is messy or incomplete?

That is common and expected. Part of the audit is normalizing the data we receive. We work with whatever exports you can produce, document the gaps, and tell you what the gaps cost you. The audit output identifies the data readiness work that needs to happen alongside any AI investment.

How is PHI handled?

Under BAA, with documented chain of custody. The CIO is included from day one as the governance counterpart. PHI does not leave agreed boundaries.

Do you charge for the audit if we decide not to move forward?

Yes. The audit is the deliverable. The scorecard, denial taxonomy, opportunity ranking, and pilot plan are yours regardless of whether you engage Digital Scientists to build the pilot. Many clients use the audit output to inform internal initiatives or to brief their existing vendors.

Who delivers the audit?

A small, senior Digital Scientists team. Revenue cycle, data, AI, and engineering. Embedded with your finance and PFS operators. Not staff augmentation. Forward Deployed AI Engineering is the delivery model.