Eligibility Denial Prevention at Production Scale

Introduction

Eligibility denials create costly rework after claims reach payers. This client story examines how targeted rules can catch coverage, payer routing, coordination of benefits, and Medicare-related issues before submission.
In June 2026, MedCare MSO deployed 15 production rules through Nomos AI. Within two months, billed claim volume increased 25%, while primary eligibility denials fell from 9.2 to 7.5 per 1,000 claims. The analysis estimates that 233 primary denials were avoided.

Key Takeaways

  • Primary eligibility denials fell 18.8%, from 9.2 to 7.5 per 1,000 billed claims.
  • Billed claim volume increased 25% during the same period.
  • Approximately 233 primary denials were avoided in June and July, based on the baseline rate.
  • July’s denial rate reached 6.4 per 1,000 claims, about 31% below baseline.
  • Overall eligibility denial rates improved 6.6%, while secondary and tertiary rates remained nearly flat at 14.0 to 14.2 per 1,000 claims.
  • Several primary denial categories improved, but patient identification denials increased, highlighting the next area for improvement.
  • The 15-rule inventory addressed eligibility, payer routing, coordination of benefits, Medicare risks, and related claim edits.
1 Step 1
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