AZIS R. DABAS

Healthcare strategy
AI + operating leadership

Index
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AI + REVENUE CYCLE

Put intelligence inside the economic workflow.

I connect claims, access, reimbursement, workflow automation, and governance so technology is accountable to healthcare operations.

claims records
3B+
modeled leakage opportunity
$125.9M
identified savings opportunity
$240K
Scattered mineral fragments cast one connected branching shadow.
05 / The pattern in the fragmentsExplore artwork
THE CONNECTED MANDATE

One bounded action. Five connected controls.

  1. Context

    Bring identity, coverage, workflow position, and source provenance.

  2. Policy

    Define the clinical, coverage, financial, and organizational boundary.

  3. Action

    Permit specific tools, transactions, and communications.

  4. Human authority

    Name the reviewer, override, escalation, and recovery route.

  5. Evaluation

    Reconcile collected cash, burden, access, quality, and operating cost.

Conceptual operating sequence synthesized from the mandate on this page. It does not represent measured throughput or guaranteed outcomes.

THE EXECUTIVE MANDATE

Every automated action needs an economic and clinical boundary.

Eligibility, prior authorization, coding, claims, denials, payment integrity, and patient access are connected decisions. The AI design has to preserve evidence, decision rights, review capacity, and a measurable operating consequence across that sequence.

Context: what does the system know?

Carry identity, consent, coverage, clinical and financial context, workflow position, source provenance, and freshness into the decision. An output without the right context can accelerate the wrong task or route an exception to the wrong owner.

Policy and action: what is permitted?

Translate benefit rules, contracts, organizational policy, and approved workflow requirements into explicit boundaries. Separate administrative routing and evidence preparation from consequential clinical, coverage, or payment decisions. Define the tools, transactions, and communications the system may initiate.

Authority: who can intervene?

Name the accountable reviewer, the evidence they must inspect, their capacity to review, the override path, and the escalation threshold. Human oversight needs time and decision rights. Keep actions reversible where possible and preserve a manual recovery route.

Evaluation: what value survives the full workflow?

Distinguish identified opportunity, prevented error, collected cash, released capacity, avoided cost, and modeled benefit. Account for implementation, monitoring, exceptions, review time, transferred work, provider impact, and patient access. Let finance and operating owners validate the value before scaling.

THE OPERATING QUESTIONS

Start with the decision that needs an owner.

  1. Where does an exception delay care or payment?
  2. What can be automated, and what requires accountable review?
  3. Does the intervention change access, cash, burden, or risk?

RELEVANT OPERATING HISTORY

Leadership role or advisory mandate?

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