# Autonomous CPT Correction For Billers

*/Opportunities/Autonomous_CPT_Correction_For_Billers*

## Opportunity Market Sizing

_Illustrative — target and order-of-magnitude estimate figures, not an achieved track record (this Thing is concept-stage)._

**S A M**: ~$1.5B-2.5B mid-market independent medical billing companies and regional health systems
**S O M**: ~$50M-150M
**T A M**: ~100k US medical practices and billing agencies × ~$40k-60k/yr ≈ ~$4B-6B
**Growth Rate**: ~12-18%/yr, driven by strictly enforced payer coding requirements and a structural shortage of certified medical coders
**Paid Comparable Spend**: ~$50k-90k/yr per organization on certified medical coder salaries, claim denial rework teams, and legacy rules-based claim scrubbers

## Opportunity Incumbents

- [Waystar Revenue Cycle](/Products/Waystar_Revenue_Cycle) — Tool
- [Optum Claims Scrubber](/Products/Optum_Claims_Scrubber) — Tool
- [Epic Resolute](/Products/Epic_Resolute) — Tool
- [Outsourced Billing Agencies](/Products/Outsourced_Billing_Agencies) — Service
- [Manual Excel Logs](/Products/Manual_Excel_Logs) — Spreadsheet
- [R1 RCM Services](/Products/R1_RCM_Services) — Service
- [Internal Coding Staff](/Products/Internal_Coding_Staff) — DIY

## Opportunity Win Conditions

**Kill Thresholds**:
- Human coder override rate > 25% after 30 days of model tuning
- Integration time > 45 days to gain write-access to the practice management system
- First-pass claim denial rate increases by > 2% relative to human baseline
- CAC > $15k without a signed $40k ACV contract after 90 days
**Leading Metrics**:
- Percentage of total daily claim volume routed through autonomous correction
- Auto-approval rate without human coder intervention
- Medical coder override percentage per claim batch
- First-pass claim acceptance rate by payers
- Time from system deployment to first automated claim submission
**What Proves Right**: The system automatically corrects CPT codes and submits claims, achieving an auto-approval rate exceeding 80 percent without human review. Mid-market billing agencies route at least 40 percent of their daily volume through the engine within 14 days of deployment. Customers retain at a 90 percent rate past month three and pay 40,000 dollars annually because the first-pass acceptance rate outpaces human coders.
**What Proves Wrong**: Medical coders override the system CPT corrections on more than 20 percent of claims, demonstrating the logic fails complex payer rules. Billing agencies refuse write-access to their practice management software, restricting the product to a read-only advisory tool. The product fails to match offshore labor costs, stalling sales cycles past 90 days.

## Neighborhood

### Incumbent in

- [R1 RCM](/Products/R1_RCM) — incumbent in · Products
- [Manual Excel Ledgers](/Products/Manual_Excel_Ledgers) — incumbent in · Products
- [Epic Resolute](/Products/Epic_Resolute) — incumbent in · Products
- [Outsourced Billing Agencies](/Products/Outsourced_Billing_Agencies) — incumbent in · Products
- [Waystar Revenue Cycle](/Products/Waystar_Revenue_Cycle) — incumbent in · Products
- [Optum Claims Scrubber](/Products/Optum_Claims_Scrubber) — incumbent in · Products
- [Internal Coding Staff](/Products/Internal_Coding_Staff) — incumbent in · Products