Case Study
National Health System
Revenue Cycle
A multi-state health system was writing off more than $200M annually to denials and underpayments. The denials team was burning out, payor contracts were changing faster than rules engines could keep up. AIOS encoded the senior specialists' workflow and let it compound.
- Client
- Multi-state health system
- Vertical
- National Health System
- Category
- Revenue Cycle
- Timeframe
- 18 weeks to production
Impact
$42M
Forecasted annual recovery
87%
Denial appeals automated
2.1×
Analyst leverage
Challenge
Two hundred million dollars in annual write-offs. A denials team running on tribal knowledge, with payor contracts that changed faster than the rules engine could be updated. CFO bandwidth was spent on weekly variance commentary instead of strategic decisions.
Every payor was different. Every state added its own wrinkle. The team's senior specialists were the only ones who knew which appeals were worth pursuing — and they were burning out.
Solution
AIOS Observer watched senior denial specialists work — not just the happy path, but the way they handled odd payor responses, partial reimbursements, and contractual ambiguities. The cognitive core authored adaptive workflows from those patterns.
Layered memory captured payor-specific behavior over time. HIPAA-grade policy gated escalations to humans. The Evolving Context Playbook surfaced systemic billing gaps the team had been working around for years.
The system gets better at every payor. The rules engine never did.
“It surfaces patterns we'd never have caught manually.”
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