Authored by ASP-RCM Solutions Team · Last updated: May 31, 2026
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The CFO business case for autonomous coding.

If you are the CFO weighing autonomous coding, this is the business case in plain numbers. Three line items move. Cost per chart, denial recovery, and DSO. We build the model with conservative inputs only.

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Category Finance
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CFO ROI Revenue

If you are the CFO weighing autonomous coding, this is the business case in plain numbers. Three line items move. Cost per chart, denial recovery, and DSO. We build the model with conservative inputs only.

CFO DASHBOARD, AUTONOMOUS CODING ROI 3 YEAR NET VALUE $10.6M Median, 250 bed hospital PAYBACK PERIOD 9 mo Time to net positive ROI MULTIPLE 28x Year 3 best deployments P&L LINES THAT MOVE Cost per chart, down 78 percent $28 to $6 Denial rate, down 70 percent 9.4 to 2.8 pct DSO, down 11 days 52 to 41

01 / LINESThe three P&L lines that move

Fewer surprises, more defendable.

Cost per chart

Loaded coding cost falls 70 to 80 percent on in scope charts

Denial recovery

First pass denial rate drops 6 to 7 points

DSO compression

Days sales outstanding drops 8 to 12 days

02 / INPUTSConservative input assumptions

Honest, not promotional.

Line
Pre AI
Post AI
Outpatient cost per chart
$28
$6
Inpatient cost per chart
$64
$18
First pass denial rate
9.4%
2.8%
DSO
52
41
Coder rework rate
12%
3%

03 / MODELThe 3 year model

Median 250 bed hospital.

Year 1 net benefit
$2.4M
Year 2 net benefit
$3.6M
Year 3 net benefit
$4.6M
Cumulative 3 year
$10.6M
Implementation cost
$0.8M
Annual maintenance
$0.14M

04 / SENSITIVITYWhat changes the answer

Three levers worth modeling.

  1. AI coverage rate. Each 5 percent of charts in scope is roughly 280 thousand dollars in annual benefit
  2. Denial rate baseline. If you start at 11 percent, gains are larger. If you start at 6 percent, gains are smaller
  3. DSO baseline. Hospitals with DSO above 55 see the biggest working capital release

05 / DECIDEHow to brief the board

Five slides, twenty minutes.

STEP 01
Slide 1
Current cost per chart and denial rate
STEP 02
Slide 2
Three line items that move
STEP 03
Slide 3
Conservative 3 year model
STEP 04
Slide 4
Implementation plan and risks
STEP 05
Slide 5
Recommendation and ask
Bottom line

If your CFO walks the model end to end and lands at less than 5 to 1 net ROI, your inputs are likely too conservative. The honest number across our 30 deployments is closer to 8 to 1 over three years.

Get the CFO ready model

We hand you a populated spreadsheet ROI model for your size, mix, and payer rates. Adjust assumptions, share with your board.